{
  "$schema": "https://themachinepress.com/schemas/edition-v1.schema.json",
  "schema_version": "1.0.0",
  "document_type": "machine_press_edition",
  "edition_id": "mp-2026-07-21-morning-0012",
  "source_edition_id": "mp-2026-07-21-morning-0012",
  "edition_number": 12,
  "edition_label": "Morning edition",
  "status": "published",
  "revision": 1,
  "published_at": "2026-07-21T09:00:00.000-04:00",
  "modified_at": "2026-07-21T09:00:00.000-04:00",
  "timezone": "America/Detroit",
  "canonical_url": "https://themachinepress.com/edition/2026-07-21",
  "html_url": "https://themachinepress.com/edition/2026-07-21",
  "json_url": "https://themachinepress.com/edition/2026-07-21.json",
  "markdown_url": "https://themachinepress.com/edition/2026-07-21.md",
  "lead_story_id": "mp-2026-07-21-001",
  "lead_summary": "A theoretical model finds that a low safety threshold can shift work downstream and produce more risk than no rule at all.",
  "coverage_window": {
    "start": "2026-07-19T21:00:00.000-04:00",
    "end": "2026-07-21T08:27:27.115-04:00"
  },
  "story_count": 27,
  "stories": [
    {
      "story_id": "mp-2026-07-21-001",
      "source_story_id": "tmp-lead-weak-ai-safety-regulation",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 1,
      "story_type": "lead",
      "section": "policy",
      "editorial_classification": "editorial",
      "headline": "The Weak Rule Can Make the System Less Safe",
      "slug": "the-weak-rule-can-make-the-system-less-safe",
      "dek": "A theoretical model finds that a low safety threshold can shift work downstream and produce more risk than no rule at all.",
      "summary": "A theoretical model finds that a low safety threshold can shift work downstream and produce more risk than no rule at all.",
      "body_text": "Cornell and Carnegie Mellon researchers modeled a two-tier market in which general-purpose AI providers supply downstream companies. In the model, weak regulation of only one tier can encourage upstream providers to offload safety work and downstream firms to free-ride, producing a backfiring effect. Coordinated targets for both tiers can improve safety and profits. The PNAS paper is a simplified theoretical model, not evidence that every existing AI law has produced these outcomes.",
      "why_it_matters": "A theoretical model finds that a low safety threshold can shift work downstream and produce more risk than no rule at all.",
      "limitations": [
        "In the model, weak regulation of only one tier can encourage upstream providers to offload safety work and downstream firms to free-ride, producing a backfiring effect.",
        "The PNAS paper is a simplified theoretical model, not evidence that every existing AI law has produced these outcomes."
      ],
      "importance": 10,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-001/the-weak-rule-can-make-the-system-less-safe",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-001.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-001-001",
          "text": "A theoretical model finds that a low safety threshold can shift work downstream and produce more risk than no rule at all.",
          "source_ids": [
            "source-2026-07-21-001"
          ],
          "qualification": "In the model, weak regulation of only one tier can encourage upstream providers to offload safety work and downstream firms to free-ride, producing a backfiring effect."
        }
      ],
      "source_ids": [
        "source-2026-07-21-001"
      ],
      "tags": [
        "AI safety",
        "regulation",
        "incentives"
      ],
      "image_url": "https://themachinepress.com/issues/2026-07-21/lead-weak-ai-regulation.png",
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-002",
      "source_story_id": "tmp-feature-liopleurodon-reappraisal",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 2,
      "story_type": "secondary",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "The Sea Monster Shrinks to Fit the Fossils",
      "slug": "the-sea-monster-shrinks-to-fit-the-fossils",
      "dek": "A comprehensive reappraisal puts Liopleurodon near eight metres, not the 25 metres fixed in popular memory.",
      "summary": "A comprehensive reappraisal puts Liopleurodon near eight metres, not the 25 metres fixed in popular memory.",
      "body_text": "University of Portsmouth researchers re-examined every specimen assigned to Liopleurodon ferox, including a near-complete skull, two well-preserved skeletons, and extensive postcranial material. Their reconstruction places maximum length just above eight metres and finds a skull about one quarter of total body length. Larger estimates relied on isolated fragments that cannot confidently be assigned to the species. The revised animal was smaller than its television legend but remained the largest aquatic vertebrate in the Oxford Clay ecosystem.",
      "why_it_matters": "A comprehensive reappraisal puts Liopleurodon near eight metres, not the 25 metres fixed in popular memory.",
      "limitations": [
        "Larger estimates relied on isolated fragments that cannot confidently be assigned to the species."
      ],
      "importance": 9,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-002/the-sea-monster-shrinks-to-fit-the-fossils",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-002.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-002-001",
          "text": "A comprehensive reappraisal puts Liopleurodon near eight metres, not the 25 metres fixed in popular memory.",
          "source_ids": [
            "source-2026-07-21-002"
          ],
          "qualification": "Larger estimates relied on isolated fragments that cannot confidently be assigned to the species."
        }
      ],
      "source_ids": [
        "source-2026-07-21-002"
      ],
      "tags": [
        "Liopleurodon",
        "paleontology",
        "Jurassic"
      ],
      "image_url": "https://themachinepress.com/issues/2026-07-21/feature-liopleurodon-reappraisal.png",
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-003",
      "source_story_id": "tmp-story-nasa-earth-venture-flights",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 3,
      "story_type": "dispatch",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "Six Flying Labs Prepare to Read a Changing Earth",
      "slug": "six-flying-labs-prepare-to-read-a-changing-earth",
      "dek": "NASA's newest suborbital missions will chase fire clouds, map pollution, probe glaciers, and watch unstable slopes.",
      "summary": "NASA's newest suborbital missions will chase fire clouds, map pollution, probe glaciers, and watch unstable slopes.",
      "body_text": "NASA says six Earth Venture Suborbital projects will mobilize aircraft and ground teams over the next several years. The first campaign will study pyrocumulonimbus storms over western wildfires with high-altitude instruments. Other missions will measure agricultural emissions, compare air quality in Atlanta and Mexico City, map Arctic glacier change, and track landslide hazards in California and Alaska. These are planned science campaigns, not completed results.",
      "why_it_matters": "NASA's newest suborbital missions will chase fire clouds, map pollution, probe glaciers, and watch unstable slopes.",
      "limitations": [
        "These are planned science campaigns, not completed results."
      ],
      "importance": 9,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-003/six-flying-labs-prepare-to-read-a-changing-earth",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-003.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-003-001",
          "text": "NASA's newest suborbital missions will chase fire clouds, map pollution, probe glaciers, and watch unstable slopes.",
          "source_ids": [
            "source-2026-07-21-003"
          ],
          "qualification": "These are planned science campaigns, not completed results."
        }
      ],
      "source_ids": [
        "source-2026-07-21-003"
      ],
      "tags": [
        "Earth science",
        "airborne research",
        "wildfires"
      ],
      "image_url": "https://themachinepress.com/issues/2026-07-21/earth-airborne-file-image.webp",
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-004",
      "source_story_id": "tmp-story-semaglutide-calorie-intake-60-weeks",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 4,
      "story_type": "dispatch",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "The Hunger Returned Before the Calories Did",
      "slug": "the-hunger-returned-before-the-calories-did",
      "dek": "After 60 weeks, semaglutide users reported less appetite relief but still ate substantially less than placebo participants.",
      "summary": "After 60 weeks, semaglutide users reported less appetite relief but still ate substantially less than placebo participants.",
      "body_text": "A Penn Medicine trial followed 120 adults with overweight or obesity receiving weekly semaglutide or placebo plus lifestyle counseling. At weeks 20, 40, and 60, the semaglutide group consumed about 24 to 30 percent fewer calories during laboratory meals. Subjective differences in hunger and food preoccupation faded later, while average weight loss reached 15.1 percent versus 3.4 percent with placebo. The study was partly funded by Novo Nordisk, which the authors say did not control its conduct or reporting.",
      "why_it_matters": "After 60 weeks, semaglutide users reported less appetite relief but still ate substantially less than placebo participants.",
      "limitations": [
        "At weeks 20, 40, and 60, the semaglutide group consumed about 24 to 30 percent fewer calories during laboratory meals.",
        "The study was partly funded by Novo Nordisk, which the authors say did not control its conduct or reporting."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-004/the-hunger-returned-before-the-calories-did",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-004.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-004-001",
          "text": "After 60 weeks, semaglutide users reported less appetite relief but still ate substantially less than placebo participants.",
          "source_ids": [
            "source-2026-07-21-004"
          ],
          "qualification": "At weeks 20, 40, and 60, the semaglutide group consumed about 24 to 30 percent fewer calories during laboratory meals."
        }
      ],
      "source_ids": [
        "source-2026-07-21-004"
      ],
      "tags": [
        "semaglutide",
        "obesity",
        "appetite"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-005",
      "source_story_id": "tmp-story-kcnmb1-metastatic-cancer-stiffness",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 5,
      "story_type": "dispatch",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "A Potassium Channel Makes Cancer Cells Easier to Break",
      "slug": "a-potassium-channel-makes-cancer-cells-easier-to-break",
      "dek": "Activating KCNMB1 stiffened metastatic cells and helped immune cells attack them in preclinical models.",
      "summary": "Activating KCNMB1 stiffened metastatic cells and helped immune cells attack them in preclinical models.",
      "body_text": "University of Illinois Chicago researchers identified the ion-channel protein KCNMB1 as a controller of cancer-cell stiffness. Increasing its activity made metastatic cells less yielding and more vulnerable to T cells and natural killer cells. In a metastatic breast-cancer animal model, the potassium-channel activator BMS-204352 reduced distant lung growth, with effects dependent on functional T cells. The work suggests a druggable biophysical target but has not established safety or benefit in patients.",
      "why_it_matters": "Activating KCNMB1 stiffened metastatic cells and helped immune cells attack them in preclinical models.",
      "limitations": [
        "The work suggests a druggable biophysical target but has not established safety or benefit in patients."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-005/a-potassium-channel-makes-cancer-cells-easier-to-break",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-005.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-005-001",
          "text": "Activating KCNMB1 stiffened metastatic cells and helped immune cells attack them in preclinical models.",
          "source_ids": [
            "source-2026-07-21-005"
          ],
          "qualification": "The work suggests a druggable biophysical target but has not established safety or benefit in patients."
        }
      ],
      "source_ids": [
        "source-2026-07-21-005"
      ],
      "tags": [
        "metastasis",
        "ion channels",
        "immunotherapy"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-006",
      "source_story_id": "tmp-story-subway-door-entrapment-ai",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 6,
      "story_type": "dispatch",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "The Door Camera Learns to Spot the Last-Second Dash",
      "slug": "the-door-camera-learns-to-spot-the-last-second-dash",
      "dek": "A single-frame model predicts risky subway boarding behavior before doors close, with reported accuracy of 97.58 percent.",
      "summary": "A single-frame model predicts risky subway boarding behavior before doors close, with reported accuracy of 97.58 percent.",
      "body_text": "Sungkyunkwan University researchers developed a computer-vision system intended to flag passengers at risk of being trapped by closing subway doors. The model uses one CCTV frame to classify risky boarding behavior and reported 97.58 percent accuracy in the study dataset, aiming to warn operators before an entrapment occurs. The result is a research evaluation, not evidence of performance across every station, camera angle, crowd, weather condition, or deployed transit network.",
      "why_it_matters": "A single-frame model predicts risky subway boarding behavior before doors close, with reported accuracy of 97.58 percent.",
      "limitations": [
        "The result is a research evaluation, not evidence of performance across every station, camera angle, crowd, weather condition, or deployed transit network."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-006/the-door-camera-learns-to-spot-the-last-second-dash",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-006.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-006-001",
          "text": "A single-frame model predicts risky subway boarding behavior before doors close, with reported accuracy of 97.58 percent.",
          "source_ids": [
            "source-2026-07-21-006"
          ],
          "qualification": "The result is a research evaluation, not evidence of performance across every station, camera angle, crowd, weather condition, or deployed transit network."
        }
      ],
      "source_ids": [
        "source-2026-07-21-006"
      ],
      "tags": [
        "computer vision",
        "transit safety",
        "subways"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-007",
      "source_story_id": "tmp-story-mind-diet-biomarker-response",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 7,
      "story_type": "dispatch",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "A Diet Signal Appears Strongest Where Biomarkers Were Highest",
      "slug": "a-diet-signal-appears-strongest-where-biomarkers-were-highest",
      "dek": "A secondary MIND trial analysis suggests baseline amyloid and tau markers may modify cognitive response.",
      "summary": "A secondary MIND trial analysis suggests baseline amyloid and tau markers may modify cognitive response.",
      "body_text": "Rush researchers reanalyzed data from the three-year MIND diet trial and found that cognitive response varied with baseline blood levels of amyloid beta 40 and phosphorylated tau 181. Participants with higher markers appeared more likely to benefit from the dietary intervention. The original trial did not find a statistically significant overall cognitive advantage over its control diet, and this post hoc analysis was designed to find patterns rather than confirm a prespecified treatment effect.",
      "why_it_matters": "A secondary MIND trial analysis suggests baseline amyloid and tau markers may modify cognitive response.",
      "limitations": [
        "The original trial did not find a statistically significant overall cognitive advantage over its control diet, and this post hoc analysis was designed to find patterns rather than confirm a prespecified treatment effect."
      ],
      "importance": 7,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-007/a-diet-signal-appears-strongest-where-biomarkers-were-highest",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-007.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-007-001",
          "text": "A secondary MIND trial analysis suggests baseline amyloid and tau markers may modify cognitive response.",
          "source_ids": [
            "source-2026-07-21-007"
          ],
          "qualification": "The original trial did not find a statistically significant overall cognitive advantage over its control diet, and this post hoc analysis was designed to find patterns rather than confirm a prespecified treatment effect."
        }
      ],
      "source_ids": [
        "source-2026-07-21-007"
      ],
      "tags": [
        "MIND diet",
        "cognition",
        "biomarkers"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-008",
      "source_story_id": "tmp-story-foundation-turbulence-model",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 8,
      "story_type": "dispatch",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "One Model Crosses Nine Kinds of Turbulence",
      "slug": "one-model-crosses-nine-kinds-of-turbulence",
      "dek": "Multi-objective learning produced a foundation turbulence model that generalizes across flow mechanisms without case-by-case tuning.",
      "summary": "Multi-objective learning produced a foundation turbulence model that generalizes across flow mechanisms without case-by-case tuning.",
      "body_text": "Researchers trained a unified machine-learning turbulence model on nine representative flows drawn from a library of 36 canonical and complex cases, then tested it on the remainder. The model improved predictions over its baseline across categories while preserving robust behavior across different flow mechanisms. The work targets Reynolds-averaged Navier-Stokes engineering simulations, where turbulence is modeled rather than fully resolved. Its reported generalization does not eliminate validation for new aircraft, turbines, rivers, or climate applications.",
      "why_it_matters": "Multi-objective learning produced a foundation turbulence model that generalizes across flow mechanisms without case-by-case tuning.",
      "limitations": [
        "Its reported generalization does not eliminate validation for new aircraft, turbines, rivers, or climate applications."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-008/one-model-crosses-nine-kinds-of-turbulence",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-008.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-008-001",
          "text": "Multi-objective learning produced a foundation turbulence model that generalizes across flow mechanisms without case-by-case tuning.",
          "source_ids": [
            "source-2026-07-21-008"
          ],
          "qualification": "Its reported generalization does not eliminate validation for new aircraft, turbines, rivers, or climate applications."
        }
      ],
      "source_ids": [
        "source-2026-07-21-008"
      ],
      "tags": [
        "turbulence",
        "machine learning",
        "fluid dynamics"
      ],
      "image_url": "https://themachinepress.com/issues/2026-07-21/turbulence-flow-file-image.webp",
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-009",
      "source_story_id": "tmp-story-esa-arrakihs-galaxy-mission",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 9,
      "story_type": "dispatch",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "A Small Space Mission Will Look for Galaxies' Faintest Scars",
      "slug": "a-small-space-mission-will-look-for-galaxies-faintest-scars",
      "dek": "ESA's Arrakihs mission will search nearby galaxy halos for dim tidal debris that records past collisions.",
      "summary": "ESA's Arrakihs mission will search nearby galaxy halos for dim tidal debris that records past collisions.",
      "body_text": "The University of Portsmouth says its scientists are contributing to Arrakihs, a European Space Agency mission designed to image extremely faint structures around nearby galaxies. By mapping tidal streams, shells, and diffuse stellar halos, the spacecraft will test how galaxies assembled through mergers and how dark matter shapes their outskirts. The announcement describes a mission and science program still ahead; it does not report discoveries or a completed survey.",
      "why_it_matters": "ESA's Arrakihs mission will search nearby galaxy halos for dim tidal debris that records past collisions.",
      "limitations": [
        "The announcement describes a mission and science program still ahead; it does not report discoveries or a completed survey."
      ],
      "importance": 7,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-009/a-small-space-mission-will-look-for-galaxies-faintest-scars",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-009.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-009-001",
          "text": "ESA's Arrakihs mission will search nearby galaxy halos for dim tidal debris that records past collisions.",
          "source_ids": [
            "source-2026-07-21-009"
          ],
          "qualification": "The announcement describes a mission and science program still ahead; it does not report discoveries or a completed survey."
        }
      ],
      "source_ids": [
        "source-2026-07-21-009"
      ],
      "tags": [
        "galaxies",
        "space mission",
        "dark matter"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-010",
      "source_story_id": "tmp-story-youth-glp1-use-rise",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 10,
      "story_type": "dispatch",
      "section": "policy",
      "editorial_classification": "editorial",
      "headline": "GLP-1 Use Is Rising Fast Among Young Americans",
      "slug": "glp-1-use-is-rising-fast-among-young-americans",
      "dek": "A U.S. analysis finds steep growth in prescriptions among adolescents and young adults, sometimes alongside bariatric surgery.",
      "summary": "A U.S. analysis finds steep growth in prescriptions among adolescents and young adults, sometimes alongside bariatric surgery.",
      "body_text": "UT Southwestern researchers report rapidly increasing use of GLP-1 weight-loss medicines among U.S. adolescents and young adults, including patients also receiving metabolic and bariatric surgery. The JAMA Pediatrics study tracks utilization patterns rather than proving long-term benefits or harms for every age group. The authors frame the change as a reason to study safety, access, treatment sequencing, and follow-up as medical obesity care expands among younger patients.",
      "why_it_matters": "A U.S. analysis finds steep growth in prescriptions among adolescents and young adults, sometimes alongside bariatric surgery.",
      "limitations": [],
      "importance": 7,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-010/glp-1-use-is-rising-fast-among-young-americans",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-010.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-010-001",
          "text": "A U.S. analysis finds steep growth in prescriptions among adolescents and young adults, sometimes alongside bariatric surgery.",
          "source_ids": [
            "source-2026-07-21-010"
          ],
          "qualification": null
        }
      ],
      "source_ids": [
        "source-2026-07-21-010"
      ],
      "tags": [
        "GLP-1",
        "adolescents",
        "obesity care"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-011",
      "source_story_id": "tmp-story-scn10a-hyperhidrosis-nerve-pathway",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 11,
      "story_type": "dispatch",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "Excessive Sweating May Start in a Nerve Channel",
      "slug": "excessive-sweating-may-start-in-a-nerve-channel",
      "dek": "Rare SCN10A variants made sweat-control pathways overactive in mice, shifting attention beyond the glands themselves.",
      "summary": "Rare SCN10A variants made sweat-control pathways overactive in mice, shifting attention beyond the glands themselves.",
      "body_text": "Johns Hopkins Medicine researchers identified rare variants in SCN10A, which encodes the NaV1.8 sodium channel, as drivers of overactivity in nerve pathways controlling sweat in mouse experiments. The result supplies evidence that some primary hyperhidrosis can originate in the nervous system rather than solely in sweat glands. It points toward more targeted therapies, but the study is preclinical and does not establish a diagnostic test or treatment for the broad population with excessive sweating.",
      "why_it_matters": "Rare SCN10A variants made sweat-control pathways overactive in mice, shifting attention beyond the glands themselves.",
      "limitations": [
        "It points toward more targeted therapies, but the study is preclinical and does not establish a diagnostic test or treatment for the broad population with excessive sweating."
      ],
      "importance": 7,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-011/excessive-sweating-may-start-in-a-nerve-channel",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-011.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-011-001",
          "text": "Rare SCN10A variants made sweat-control pathways overactive in mice, shifting attention beyond the glands themselves.",
          "source_ids": [
            "source-2026-07-21-011"
          ],
          "qualification": "It points toward more targeted therapies, but the study is preclinical and does not establish a diagnostic test or treatment for the broad population with excessive sweating."
        }
      ],
      "source_ids": [
        "source-2026-07-21-011"
      ],
      "tags": [
        "hyperhidrosis",
        "SCN10A",
        "neuroscience"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-012",
      "source_story_id": "tmp-story-self-powered-wastewater-resource-recovery",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 12,
      "story_type": "dispatch",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "Wastewater Powers Its Own Recovery Loop",
      "slug": "wastewater-powers-its-own-recovery-loop",
      "dek": "A microbial desalination cell drove forward osmosis while recovering water and fertilizer nutrients from synthetic livestock wastewater.",
      "summary": "A microbial desalination cell drove forward osmosis while recovering water and fertilizer nutrients from synthetic livestock wastewater.",
      "body_text": "Researchers linked electrically assisted forward osmosis to a microbial desalination cell so electricity generated by wastewater-fed microbes could move magnesium ions, promote struvite fertilizer formation, and increase water transport. Tests used synthetic livestock wastewater and demonstrate a closed-loop laboratory platform. The work suggests compact resource-recovery systems that need less external electricity, but it does not yet establish durability, economics, contaminant removal, or performance in a full-scale farm installation.",
      "why_it_matters": "A microbial desalination cell drove forward osmosis while recovering water and fertilizer nutrients from synthetic livestock wastewater.",
      "limitations": [
        "Tests used synthetic livestock wastewater and demonstrate a closed-loop laboratory platform.",
        "The work suggests compact resource-recovery systems that need less external electricity, but it does not yet establish durability, economics, contaminant removal, or performance in a full-scale farm installation."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-012/wastewater-powers-its-own-recovery-loop",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-012.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-012-001",
          "text": "A microbial desalination cell drove forward osmosis while recovering water and fertilizer nutrients from synthetic livestock wastewater.",
          "source_ids": [
            "source-2026-07-21-012"
          ],
          "qualification": "Tests used synthetic livestock wastewater and demonstrate a closed-loop laboratory platform."
        }
      ],
      "source_ids": [
        "source-2026-07-21-012"
      ],
      "tags": [
        "wastewater",
        "resource recovery",
        "bioelectricity"
      ],
      "image_url": "https://themachinepress.com/issues/2026-07-21/wastewater-energy-file-image.webp",
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-013",
      "source_story_id": "tmp-story-ai-guided-brain-tumor-arteries",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 13,
      "story_type": "dispatch",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "The Tumor Map Includes Every Feeding Artery",
      "slug": "the-tumor-map-includes-every-feeding-artery",
      "dek": "An AI-guided planning method aims to spread intra-arterial therapy across malignant brain tumors while reducing off-target delivery.",
      "summary": "An AI-guided planning method aims to spread intra-arterial therapy across malignant brain tumors while reducing off-target delivery.",
      "body_text": "Researchers presenting at the Society of NeuroInterventional Surgery meeting described an AI method for identifying the multiple blood vessels that feed a malignant brain tumor. The map is intended to guide catheter delivery through more than one artery, potentially covering more tumor while limiting exposure elsewhere. This is a conference report about an experimental technique; it does not establish improved survival, routine clinical availability, or superiority in a randomized trial.",
      "why_it_matters": "An AI-guided planning method aims to spread intra-arterial therapy across malignant brain tumors while reducing off-target delivery.",
      "limitations": [
        "This is a conference report about an experimental technique; it does not establish improved survival, routine clinical availability, or superiority in a randomized trial."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-013/the-tumor-map-includes-every-feeding-artery",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-013.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-013-001",
          "text": "An AI-guided planning method aims to spread intra-arterial therapy across malignant brain tumors while reducing off-target delivery.",
          "source_ids": [
            "source-2026-07-21-013"
          ],
          "qualification": "This is a conference report about an experimental technique; it does not establish improved survival, routine clinical availability, or superiority in a randomized trial."
        }
      ],
      "source_ids": [
        "source-2026-07-21-013"
      ],
      "tags": [
        "brain tumors",
        "interventional radiology",
        "AI"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-014",
      "source_story_id": "tmp-story-lpl-vessels-guide-t-cells-metastases",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 14,
      "story_type": "dispatch",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "One Blood-Vessel Cell Guides T Cells Into Metastases",
      "slug": "one-blood-vessel-cell-guides-t-cells-into-metastases",
      "dek": "LPL-producing endothelial cells act as entry guides for activated immune cells in liver metastases.",
      "summary": "LPL-producing endothelial cells act as entry guides for activated immune cells in liver metastases.",
      "body_text": "A DKFZ and Heidelberg University team identified a specialized endothelial-cell subgroup inside liver metastases that produces lipoprotein lipase. These cells help activated T cells cross tumor blood vessels and enter metastatic tissue, connecting vascular metabolism to immune access. The finding may help explain why some tumors respond poorly to immunotherapy and suggests a route for improving infiltration. It remains mechanistic research, not a validated therapy for patients with liver metastases.",
      "why_it_matters": "LPL-producing endothelial cells act as entry guides for activated immune cells in liver metastases.",
      "limitations": [
        "It remains mechanistic research, not a validated therapy for patients with liver metastases."
      ],
      "importance": 8,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-014/one-blood-vessel-cell-guides-t-cells-into-metastases",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-014.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-014-001",
          "text": "LPL-producing endothelial cells act as entry guides for activated immune cells in liver metastases.",
          "source_ids": [
            "source-2026-07-21-014"
          ],
          "qualification": "It remains mechanistic research, not a validated therapy for patients with liver metastases."
        }
      ],
      "source_ids": [
        "source-2026-07-21-014"
      ],
      "tags": [
        "metastases",
        "T cells",
        "endothelium"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-026",
      "source_story_id": "tmp-story-wumeng-toothed-toad-species",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 15,
      "story_type": "dispatch",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "A Mountain Reserve Yields a New Toothed Toad",
      "slug": "a-mountain-reserve-yields-a-new-toothed-toad",
      "dek": "Morphology and mitochondrial DNA distinguish Oreolalax wumengmontis as Yunnan's first new member of its genus in 36 years.",
      "summary": "Morphology and mitochondrial DNA distinguish Oreolalax wumengmontis as Yunnan's first new member of its genus in 36 years.",
      "body_text": "Researchers describe Oreolalax wumengmontis from the Wumeng Mountain National Nature Reserve in southwest China. Comparisons of anatomy and mitochondrial 16S rRNA and COI genes place it on a distinct lineage, with reported genetic distances of 11.25 and 17.61 percent from its nearest named relative. The discovery expands a poorly known mountain genus and makes the protected habitat more important for survey work. A new species description does not by itself establish population size or conservation status.",
      "why_it_matters": "Morphology and mitochondrial DNA distinguish Oreolalax wumengmontis as Yunnan's first new member of its genus in 36 years.",
      "limitations": [
        "A new species description does not by itself establish population size or conservation status."
      ],
      "importance": 7,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-026/a-mountain-reserve-yields-a-new-toothed-toad",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-026.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-026-001",
          "text": "Morphology and mitochondrial DNA distinguish Oreolalax wumengmontis as Yunnan's first new member of its genus in 36 years.",
          "source_ids": [
            "source-2026-07-21-015"
          ],
          "qualification": "A new species description does not by itself establish population size or conservation status."
        }
      ],
      "source_ids": [
        "source-2026-07-21-015"
      ],
      "tags": [
        "amphibians",
        "taxonomy",
        "Yunnan"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-027",
      "source_story_id": "tmp-story-exceptionality-bias-social-feeds",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 16,
      "story_type": "dispatch",
      "section": "policy",
      "editorial_classification": "editorial",
      "headline": "The Feed Overcounts the Exceptional",
      "slug": "the-feed-overcounts-the-exceptional",
      "dek": "People select unusually exciting experiences to share, leading viewers to overestimate how common those events are.",
      "summary": "People select unusually exciting experiences to share, leading viewers to overestimate how common those events are.",
      "body_text": "Virginia Tech researchers report that social-media users preferentially share rare and exciting experiences, while audiences exposed to those feeds infer that the exceptional events happen more often than they really do. That human selection bias can shape the feed before any ranking algorithm amplifies it, and viewers may then seek more unusual experiences to post themselves. The study isolates a behavioral mechanism; it does not say platforms, recommendation systems, or individual users all contribute equally.",
      "why_it_matters": "People select unusually exciting experiences to share, leading viewers to overestimate how common those events are.",
      "limitations": [
        "The study isolates a behavioral mechanism; it does not say platforms, recommendation systems, or individual users all contribute equally."
      ],
      "importance": 7,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-027/the-feed-overcounts-the-exceptional",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-027.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-027-001",
          "text": "People select unusually exciting experiences to share, leading viewers to overestimate how common those events are.",
          "source_ids": [
            "source-2026-07-21-016"
          ],
          "qualification": "The study isolates a behavioral mechanism; it does not say platforms, recommendation systems, or individual users all contribute equally."
        }
      ],
      "source_ids": [
        "source-2026-07-21-016"
      ],
      "tags": [
        "social media",
        "behavior",
        "selection bias"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-015",
      "source_story_id": "tmp-sidebar-canine-ipsc-red-blood-cells",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 17,
      "story_type": "ticker",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "Dog Stem Cells Take a Step Toward Blood-Bank Cells",
      "slug": "dog-stem-cells-take-a-step-toward-blood-bank-cells",
      "dek": "A new protocol produced red-blood-cell-like cells from canine induced pluripotent stem cells.",
      "summary": "A new protocol produced red-blood-cell-like cells from canine induced pluripotent stem cells.",
      "body_text": "Osaka Metropolitan University researchers differentiated canine iPSCs into red-blood-cell-like cells and tracked GYPA expression. The work establishes a laboratory foundation for artificial veterinary blood supplies, not transfusion-ready cells or a replacement for donor programs.",
      "why_it_matters": "A new protocol produced red-blood-cell-like cells from canine induced pluripotent stem cells.",
      "limitations": [
        "The work establishes a laboratory foundation for artificial veterinary blood supplies, not transfusion-ready cells or a replacement for donor programs."
      ],
      "importance": 6,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-015/dog-stem-cells-take-a-step-toward-blood-bank-cells",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-015.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-015-001",
          "text": "A new protocol produced red-blood-cell-like cells from canine induced pluripotent stem cells.",
          "source_ids": [
            "source-2026-07-21-017"
          ],
          "qualification": "The work establishes a laboratory foundation for artificial veterinary blood supplies, not transfusion-ready cells or a replacement for donor programs."
        }
      ],
      "source_ids": [
        "source-2026-07-21-017"
      ],
      "tags": [
        "veterinary medicine",
        "stem cells",
        "blood"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-016",
      "source_story_id": "tmp-sidebar-comixr-spatial-comics",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 18,
      "story_type": "ticker",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "Comics Leave the Flat Page",
      "slug": "comics-leave-the-flat-page",
      "dek": "ComiXR lets creators arrange panels, characters, audio, gaze triggers, and haptics through physical space.",
      "summary": "ComiXR lets creators arrange panels, characters, audio, gaze triggers, and haptics through physical space.",
      "body_text": "A 15-person KAIST study found readers preferred spatial depth to flat pages in a headset; gaze-triggered dialogue could also prevent spoilers. The ACM DIS project is an early design study and open-source prototype, not evidence that XR will replace webtoons.",
      "why_it_matters": "ComiXR lets creators arrange panels, characters, audio, gaze triggers, and haptics through physical space.",
      "limitations": [
        "The ACM DIS project is an early design study and open-source prototype, not evidence that XR will replace webtoons."
      ],
      "importance": 6,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-016/comics-leave-the-flat-page",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-016.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-016-001",
          "text": "ComiXR lets creators arrange panels, characters, audio, gaze triggers, and haptics through physical space.",
          "source_ids": [
            "source-2026-07-21-018"
          ],
          "qualification": "The ACM DIS project is an early design study and open-source prototype, not evidence that XR will replace webtoons."
        }
      ],
      "source_ids": [
        "source-2026-07-21-018"
      ],
      "tags": [
        "XR",
        "comics",
        "human-computer interaction"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-017",
      "source_story_id": "tmp-sidebar-holotomography-embryo-prediction",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 19,
      "story_type": "ticker",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "Live Embryos Get a Label-Free 3D Read",
      "slug": "live-embryos-get-a-label-free-3d-read",
      "dek": "Holotomography measured internal structure without staining and predicted later mouse-embryo development.",
      "summary": "Holotomography measured internal structure without staining and predicted later mouse-embryo development.",
      "body_text": "KAIST researchers combined time-lapse holotomography with quantitative analysis to measure intact oocytes and embryos. Mouse-model features predicted later development, while human-oocyte validation remains underway and related papers are still under review.",
      "why_it_matters": "Holotomography measured internal structure without staining and predicted later mouse-embryo development.",
      "limitations": [],
      "importance": 6,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-017/live-embryos-get-a-label-free-3d-read",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-017.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-017-001",
          "text": "Holotomography measured internal structure without staining and predicted later mouse-embryo development.",
          "source_ids": [
            "source-2026-07-21-019"
          ],
          "qualification": null
        }
      ],
      "source_ids": [
        "source-2026-07-21-019"
      ],
      "tags": [
        "holotomography",
        "embryology",
        "IVF research"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-018",
      "source_story_id": "tmp-sidebar-global-road-injury-burden",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 20,
      "story_type": "ticker",
      "section": "policy",
      "editorial_classification": "editorial",
      "headline": "Road Injuries Still Lead Deaths From 10 to 39",
      "slug": "road-injuries-still-lead-deaths-from-10-to-39",
      "dek": "The 2023 global estimate counts 1.34 million deaths and a sixfold mortality gap between low- and high-income countries.",
      "summary": "The 2023 global estimate counts 1.34 million deaths and a sixfold mortality gap between low- and high-income countries.",
      "body_text": "The Global Burden of Disease analysis covers 204 countries and territories. More than 90 percent of road deaths occurred in low- and middle-income countries; age-standardized death rates fell globally since 1990, but progress was sharply unequal.",
      "why_it_matters": "The 2023 global estimate counts 1.34 million deaths and a sixfold mortality gap between low- and high-income countries.",
      "limitations": [],
      "importance": 7,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-018/road-injuries-still-lead-deaths-from-10-to-39",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-018.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-018-001",
          "text": "The 2023 global estimate counts 1.34 million deaths and a sixfold mortality gap between low- and high-income countries.",
          "source_ids": [
            "source-2026-07-21-020"
          ],
          "qualification": null
        }
      ],
      "source_ids": [
        "source-2026-07-21-020"
      ],
      "tags": [
        "road safety",
        "public health",
        "global burden"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-019",
      "source_story_id": "tmp-sidebar-distrust-transfer-humans-not-ai",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 21,
      "story_type": "ticker",
      "section": "research",
      "editorial_classification": "editorial",
      "headline": "Distrust Transfers Between People, Not Algorithms",
      "slug": "distrust-transfers-between-people-not-algorithms",
      "dek": "A bad interaction lowered trust in the next unfamiliar human provider but not in the next AI agent.",
      "summary": "A bad interaction lowered trust in the next unfamiliar human provider but not in the next AI agent.",
      "body_text": "University of Texas experiments found that participants generalized betrayal across people in similar service roles, while an unfair algorithm did not reduce trust in a later algorithm. The laboratory games isolate one social effect and do not measure every consumer or AI interaction.",
      "why_it_matters": "A bad interaction lowered trust in the next unfamiliar human provider but not in the next AI agent.",
      "limitations": [
        "University of Texas experiments found that participants generalized betrayal across people in similar service roles, while an unfair algorithm did not reduce trust in a later algorithm.",
        "The laboratory games isolate one social effect and do not measure every consumer or AI interaction."
      ],
      "importance": 6,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-019/distrust-transfers-between-people-not-algorithms",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-019.json",
      "first_published_at": "2026-07-21T09:00:00.000-04:00",
      "modified_at": "2026-07-21T09:00:00.000-04:00",
      "content_status": "new",
      "is_carryover": false,
      "carryover_reason": null,
      "key_claims": [
        {
          "claim_id": "claim-mp-2026-07-21-019-001",
          "text": "A bad interaction lowered trust in the next unfamiliar human provider but not in the next AI agent.",
          "source_ids": [
            "source-2026-07-21-021"
          ],
          "qualification": "University of Texas experiments found that participants generalized betrayal across people in similar service roles, while an unfair algorithm did not reduce trust in a later algorithm."
        }
      ],
      "source_ids": [
        "source-2026-07-21-021"
      ],
      "tags": [
        "trust",
        "consumer behavior",
        "AI agents"
      ],
      "image_url": null,
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-020",
      "source_story_id": "invention-opencut",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 22,
      "story_type": "invention_desk",
      "section": "invention-desk",
      "editorial_classification": "editorial",
      "headline": "OpenCut",
      "slug": "opencut",
      "dek": "Rebuilds a free video editor around one Rust core for browser, desktop, mobile, plugins, automation, and agent control.",
      "summary": "Rebuilds a free video editor around one Rust core for browser, desktop, mobile, plugins, automation, and agent control.",
      "body_text": "Rebuilds a free video editor around one Rust core for browser, desktop, mobile, plugins, automation, and agent control.",
      "why_it_matters": "An independent builder is turning an improbable idea into a working project.",
      "limitations": [
        "A Desk Pick is an editorial selection, not a product endorsement."
      ],
      "importance": null,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-020/opencut",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-020.json",
      "first_published_at": "2026-07-17T09:00:00.000-04:00",
      "modified_at": "2026-07-17T09:00:00.000-04:00",
      "content_status": "carried_over",
      "is_carryover": true,
      "carryover_reason": "invention_desk_seven_day_placement",
      "key_claims": [],
      "source_ids": [],
      "tags": [
        "independent-builders",
        "desk-pick",
        "prototype"
      ],
      "image_url": "https://themachinepress.com/issues/2026-07-21/invention-desk/opencut.webp",
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-021",
      "source_story_id": "invention-puter",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 23,
      "story_type": "invention_desk",
      "section": "invention-desk",
      "editorial_classification": "editorial",
      "headline": "Puter",
      "slug": "puter",
      "dek": "Builds a self-hostable internet computer where users run apps and developers publish cloud-backed web software.",
      "summary": "Builds a self-hostable internet computer where users run apps and developers publish cloud-backed web software.",
      "body_text": "Builds a self-hostable internet computer where users run apps and developers publish cloud-backed web software.",
      "why_it_matters": "An independent builder is turning an improbable idea into a working project.",
      "limitations": [
        "A Desk Pick is an editorial selection, not a product endorsement."
      ],
      "importance": null,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-021/puter",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-021.json",
      "first_published_at": "2026-07-17T09:00:00.000-04:00",
      "modified_at": "2026-07-17T09:00:00.000-04:00",
      "content_status": "carried_over",
      "is_carryover": true,
      "carryover_reason": "invention_desk_seven_day_placement",
      "key_claims": [],
      "source_ids": [],
      "tags": [
        "independent-builders",
        "desk-pick",
        "released"
      ],
      "image_url": "https://themachinepress.com/issues/2026-07-21/invention-desk/puter.webp",
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-022",
      "source_story_id": "invention-vane",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 24,
      "story_type": "invention_desk",
      "section": "invention-desk",
      "editorial_classification": "editorial",
      "headline": "Vane",
      "slug": "vane",
      "dek": "Turns the former Perplexica into a privacy-focused answering engine that can search with local models on your hardware.",
      "summary": "Turns the former Perplexica into a privacy-focused answering engine that can search with local models on your hardware.",
      "body_text": "Turns the former Perplexica into a privacy-focused answering engine that can search with local models on your hardware.",
      "why_it_matters": "An independent builder is turning an improbable idea into a working project.",
      "limitations": [
        "A Desk Pick is an editorial selection, not a product endorsement."
      ],
      "importance": null,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-022/vane",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-022.json",
      "first_published_at": "2026-07-17T09:00:00.000-04:00",
      "modified_at": "2026-07-17T09:00:00.000-04:00",
      "content_status": "carried_over",
      "is_carryover": true,
      "carryover_reason": "invention_desk_seven_day_placement",
      "key_claims": [],
      "source_ids": [],
      "tags": [
        "independent-builders",
        "desk-pick",
        "released"
      ],
      "image_url": "https://themachinepress.com/issues/2026-07-21/invention-desk/vane.webp",
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-023",
      "source_story_id": "invention-khoj",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 25,
      "story_type": "invention_desk",
      "section": "invention-desk",
      "editorial_classification": "editorial",
      "headline": "Khoj",
      "slug": "khoj",
      "dek": "Connects models to personal documents, web research, custom agents, and scheduled work as a self-hostable second brain.",
      "summary": "Connects models to personal documents, web research, custom agents, and scheduled work as a self-hostable second brain.",
      "body_text": "Connects models to personal documents, web research, custom agents, and scheduled work as a self-hostable second brain.",
      "why_it_matters": "An independent builder is turning an improbable idea into a working project.",
      "limitations": [
        "A Desk Pick is an editorial selection, not a product endorsement."
      ],
      "importance": null,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-023/khoj",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-023.json",
      "first_published_at": "2026-07-17T09:00:00.000-04:00",
      "modified_at": "2026-07-17T09:00:00.000-04:00",
      "content_status": "carried_over",
      "is_carryover": true,
      "carryover_reason": "invention_desk_seven_day_placement",
      "key_claims": [],
      "source_ids": [],
      "tags": [
        "independent-builders",
        "desk-pick",
        "released"
      ],
      "image_url": "https://themachinepress.com/issues/2026-07-21/invention-desk/khoj.webp",
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-024",
      "source_story_id": "invention-sponsored-house-example",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 26,
      "story_type": "invention_desk",
      "section": "invention-desk",
      "editorial_classification": "house_example",
      "headline": "The First Paid Slot",
      "slug": "the-first-paid-slot",
      "dek": "A transparent preview of paid placement with one verified link and no claim of endorsement.",
      "summary": "A transparent preview of paid placement with one verified link and no claim of endorsement.",
      "body_text": "A transparent preview of paid placement with one verified link and no claim of endorsement.\n\nHouse example - no advertiser paid. Payment will buy placement, never endorsement.",
      "why_it_matters": "This placement explains how builders can appear in The Invention Desk without purchasing editorial endorsement.",
      "limitations": [
        "House example - no advertiser paid. Payment will buy placement, never endorsement."
      ],
      "importance": null,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-024/the-first-paid-slot",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-024.json",
      "first_published_at": "2026-07-10T09:00:00.000-04:00",
      "modified_at": "2026-07-10T09:00:00.000-04:00",
      "content_status": "carried_over",
      "is_carryover": true,
      "carryover_reason": "invention_desk_seven_day_placement",
      "key_claims": [],
      "source_ids": [],
      "tags": [
        "independent-builders",
        "sponsored-project",
        "open"
      ],
      "image_url": "https://themachinepress.com/issues/2026-07-21/invention-desk/sponsored-project.webp",
      "corrections": []
    },
    {
      "story_id": "mp-2026-07-21-025",
      "source_story_id": "invention-placement-cta",
      "edition_id": "mp-2026-07-21-morning-0012",
      "edition_url": "https://themachinepress.com/edition/2026-07-21",
      "position": 27,
      "story_type": "invention_desk",
      "section": "invention-desk",
      "editorial_classification": "house_example",
      "headline": "Put Your Project on the Desk",
      "slug": "put-your-project-on-the-desk",
      "dek": "One manually reviewed placement stays active for seven days and remains separate from Desk Picks.",
      "summary": "One manually reviewed placement stays active for seven days and remains separate from Desk Picks.",
      "body_text": "One manually reviewed placement stays active for seven days and remains separate from Desk Picks.\n\nManual intake only. Payment buys placement, never endorsement, and every submission is reviewed.",
      "why_it_matters": "This placement explains how builders can appear in The Invention Desk without purchasing editorial endorsement.",
      "limitations": [
        "Manual intake only. Payment buys placement, never endorsement, and every submission is reviewed."
      ],
      "importance": null,
      "canonical_url": "https://themachinepress.com/story/mp-2026-07-21-025/put-your-project-on-the-desk",
      "json_url": "https://themachinepress.com/story/mp-2026-07-21-025.json",
      "first_published_at": "2026-07-10T09:00:00.000-04:00",
      "modified_at": "2026-07-10T09:00:00.000-04:00",
      "content_status": "carried_over",
      "is_carryover": true,
      "carryover_reason": "invention_desk_seven_day_placement",
      "key_claims": [],
      "source_ids": [],
      "tags": [
        "independent-builders",
        "cta",
        "open"
      ],
      "image_url": "https://themachinepress.com/issues/2026-07-21/invention-desk/put-your-project-on-the-desk.webp",
      "corrections": []
    }
  ],
  "sources": [
    {
      "source_id": "source-2026-07-21-001",
      "title": "Cornell University via EurekAlert: Weak AI safety regulation",
      "publisher": "Cornell University via EurekAlert",
      "url": "https://www.eurekalert.org/news-releases/1136825",
      "canonical_url": "https://www.eurekalert.org/news-releases/1136825",
      "source_type": "official_announcement",
      "is_primary_source": true,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-001-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-002",
      "title": "University of Portsmouth via Newswise: Liopleurodon reappraisal",
      "publisher": "University of Portsmouth via Newswise",
      "url": "https://www.newswise.com/articles/jurassic-sea-monster-was-smaller-than-once-thought-but-no-less-formidable",
      "canonical_url": "https://www.newswise.com/articles/jurassic-sea-monster-was-smaller-than-once-thought-but-no-less-formidable",
      "source_type": "official_announcement",
      "is_primary_source": true,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-002-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-003",
      "title": "NASA JPL: New Earth Venture science flights",
      "publisher": "NASA Jet Propulsion Laboratory",
      "url": "https://www.jpl.nasa.gov/news/new-nasa-earth-missions-gear-up-to-start-science-flights/",
      "canonical_url": "https://www.jpl.nasa.gov/news/new-nasa-earth-missions-gear-up-to-start-science-flights/",
      "source_type": "official_announcement",
      "is_primary_source": true,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-003-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-004",
      "title": "Penn Medicine via Newswise: Semaglutide and calorie intake",
      "publisher": "Penn Medicine via Newswise",
      "url": "https://www.newswise.com/articles/study-semaglutide-sustains-lower-calorie-intake-for-more-than-a-year",
      "canonical_url": "https://www.newswise.com/articles/study-semaglutide-sustains-lower-calorie-intake-for-more-than-a-year",
      "source_type": "secondary_reporting",
      "is_primary_source": false,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-004-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-005",
      "title": "University of Illinois Chicago via Newswise: KCNMB1 and metastasis",
      "publisher": "University of Illinois Chicago via Newswise",
      "url": "https://www.newswise.com/articles/uic-researchers-identify-druggable-target-that-makes-metastatic-cancer-cells-easier-to-kill",
      "canonical_url": "https://www.newswise.com/articles/uic-researchers-identify-druggable-target-that-makes-metastatic-cancer-cells-easier-to-kill",
      "source_type": "official_announcement",
      "is_primary_source": true,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-005-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-006",
      "title": "Sungkyunkwan University via Newswise: Subway door entrapment AI",
      "publisher": "Sungkyunkwan University via Newswise",
      "url": "https://www.newswise.com/articles/development-of-an-ai-technology-to-proactively-prevent-subway-door-entrapment-accidents",
      "canonical_url": "https://www.newswise.com/articles/development-of-an-ai-technology-to-proactively-prevent-subway-door-entrapment-accidents",
      "source_type": "official_announcement",
      "is_primary_source": true,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-006-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-007",
      "title": "Rush via Newswise: MIND diet biomarker response",
      "publisher": "Rush via Newswise",
      "url": "https://www.newswise.com/articles/study-shows-role-of-mind-diet-intervention-on-cognition",
      "canonical_url": "https://www.newswise.com/articles/study-shows-role-of-mind-diet-intervention-on-cognition",
      "source_type": "secondary_reporting",
      "is_primary_source": false,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-007-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-008",
      "title": "Science China Press via EurekAlert: Foundation turbulence model",
      "publisher": "Science China Press via EurekAlert",
      "url": "https://www.eurekalert.org/news-releases/1136732",
      "canonical_url": "https://www.eurekalert.org/news-releases/1136732",
      "source_type": "official_announcement",
      "is_primary_source": true,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-008-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-009",
      "title": "University of Portsmouth via Newswise: Arrakihs galaxy mission",
      "publisher": "University of Portsmouth via Newswise",
      "url": "https://www.newswise.com/articles/new-space-mission-to-uncover-the-hidden-history-of-galaxies",
      "canonical_url": "https://www.newswise.com/articles/new-space-mission-to-uncover-the-hidden-history-of-galaxies",
      "source_type": "official_announcement",
      "is_primary_source": true,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-009-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-010",
      "title": "UT Southwestern via Newswise: Youth GLP-1 use",
      "publisher": "UT Southwestern via Newswise",
      "url": "https://www.newswise.com/articles/glp-1-use-rising-rapidly-among-u-s-adolescents-young-adults",
      "canonical_url": "https://www.newswise.com/articles/glp-1-use-rising-rapidly-among-u-s-adolescents-young-adults",
      "source_type": "secondary_reporting",
      "is_primary_source": false,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-010-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-011",
      "title": "Johns Hopkins Medicine via EurekAlert: Hyperhidrosis nerve pathway",
      "publisher": "Johns Hopkins Medicine via EurekAlert",
      "url": "https://www.eurekalert.org/news-releases/1136798",
      "canonical_url": "https://www.eurekalert.org/news-releases/1136798",
      "source_type": "secondary_reporting",
      "is_primary_source": false,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-011-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-012",
      "title": "Chinese Academy of Sciences via Newswise: Self-powered wastewater recovery",
      "publisher": "Chinese Academy of Sciences via Newswise",
      "url": "https://www.newswise.com/articles/self-powered-system-turns-wastewater-into-water-and-fertilizer",
      "canonical_url": "https://www.newswise.com/articles/self-powered-system-turns-wastewater-into-water-and-fertilizer",
      "source_type": "secondary_reporting",
      "is_primary_source": false,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-012-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-013",
      "title": "Society of NeuroInterventional Surgery via EurekAlert: AI-guided tumor therapy",
      "publisher": "Society of NeuroInterventional Surgery via EurekAlert",
      "url": "https://www.eurekalert.org/news-releases/1136856",
      "canonical_url": "https://www.eurekalert.org/news-releases/1136856",
      "source_type": "secondary_reporting",
      "is_primary_source": false,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-013-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-014",
      "title": "German Cancer Research Center via EurekAlert: Vessels guide immune cells",
      "publisher": "German Cancer Research Center via EurekAlert",
      "url": "https://www.eurekalert.org/news-releases/1136433",
      "canonical_url": "https://www.eurekalert.org/news-releases/1136433",
      "source_type": "secondary_reporting",
      "is_primary_source": false,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-014-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-015",
      "title": "Chinese Academy of Sciences via Newswise: New toothed toad",
      "publisher": "Chinese Academy of Sciences via Newswise",
      "url": "https://www.newswise.com/articles/hidden-in-the-mountains-new-toothed-toad-species-discovered-in-southwest-china-after-36-years",
      "canonical_url": "https://www.newswise.com/articles/hidden-in-the-mountains-new-toothed-toad-species-discovered-in-southwest-china-after-36-years",
      "source_type": "secondary_reporting",
      "is_primary_source": false,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-026-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-016",
      "title": "Virginia Tech via Newswise: Human bias in social feeds",
      "publisher": "Virginia Tech via Newswise",
      "url": "https://www.newswise.com/articles/research-reveals-how-human-bias-shapes-social-media-feeds",
      "canonical_url": "https://www.newswise.com/articles/research-reveals-how-human-bias-shapes-social-media-feeds",
      "source_type": "secondary_reporting",
      "is_primary_source": false,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-027-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-017",
      "title": "Osaka Metropolitan University via EurekAlert: Canine iPSC blood cells",
      "publisher": "Osaka Metropolitan University via EurekAlert",
      "url": "https://www.eurekalert.org/news-releases/1136196",
      "canonical_url": "https://www.eurekalert.org/news-releases/1136196",
      "source_type": "official_announcement",
      "is_primary_source": true,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-015-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-018",
      "title": "KAIST via EurekAlert: ComiXR",
      "publisher": "KAIST via EurekAlert",
      "url": "https://www.eurekalert.org/news-releases/1136773",
      "canonical_url": "https://www.eurekalert.org/news-releases/1136773",
      "source_type": "secondary_reporting",
      "is_primary_source": false,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-016-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-019",
      "title": "KAIST via EurekAlert: Holotomography for embryo assessment",
      "publisher": "KAIST via EurekAlert",
      "url": "https://www.eurekalert.org/news-releases/1136761",
      "canonical_url": "https://www.eurekalert.org/news-releases/1136761",
      "source_type": "secondary_reporting",
      "is_primary_source": false,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-017-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-020",
      "title": "IHME via EurekAlert: Global road injury burden",
      "publisher": "Institute for Health Metrics and Evaluation via EurekAlert",
      "url": "https://www.eurekalert.org/news-releases/1136629",
      "canonical_url": "https://www.eurekalert.org/news-releases/1136629",
      "source_type": "official_announcement",
      "is_primary_source": true,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-018-001"
      ]
    },
    {
      "source_id": "source-2026-07-21-021",
      "title": "University of Texas at Austin via EurekAlert: Distrust transfer",
      "publisher": "University of Texas at Austin via EurekAlert",
      "url": "https://www.eurekalert.org/news-releases/1136821",
      "canonical_url": "https://www.eurekalert.org/news-releases/1136821",
      "source_type": "official_announcement",
      "is_primary_source": true,
      "published_at": null,
      "accessed_at": "2026-07-21T08:27:27.115-04:00",
      "supports_claim_ids": [
        "claim-mp-2026-07-21-019-001"
      ]
    }
  ],
  "corrections": [],
  "publisher": {
    "name": "The Machine Press",
    "url": "https://themachinepress.com",
    "description": "A daily newspaper for the age of artificial intelligence."
  }
}
