{"id":"W4410912074","doi":"10.2196/68261","title":"Consumer Data is Key to Artificial Intelligence Value: Welcome to the Health Care Future","year":2025,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Key (lock); Value (mathematics); Health care; Internet privacy; Computer science; Business; Data science; World Wide Web; Computer security; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002551335,0.0002058612,0.0006382455,0.0004062541,0.0002622486,0.00002413731,0.0006357667,0.000101257,0.0003299126],"category_scores_gemma":[0.001694103,0.0001272812,0.00008244797,0.001000281,0.0001559888,0.0001147417,0.0001324444,0.0006097107,0.0001656985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003273195,"about_ca_system_score_gemma":0.00171118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005137228,"about_ca_topic_score_gemma":0.0004282935,"domain_scores_codex":[0.9966137,0.0002352145,0.001618957,0.000335971,0.0007098014,0.0004863911],"domain_scores_gemma":[0.9966761,0.0002990069,0.0003102423,0.001063294,0.0008939276,0.0007574325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001016623,0.0002246389,0.007890912,0.0003513015,0.0001800109,0.00004334839,0.08578218,0.0001559999,0.0003001338,0.002123727,0.5646092,0.337322],"study_design_scores_gemma":[0.0001520861,0.003641627,0.009970071,0.002353185,0.0005272606,0.0001256887,0.1502122,0.0006007136,0.005966182,0.001217166,0.8249707,0.0002631018],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2482458,0.009783103,0.008610181,0.723673,0.008572714,0.0008615499,0.00002116226,0.00002317251,0.000209323],"genre_scores_gemma":[0.9246171,0.0003734568,0.001042395,0.0678853,0.005861853,0.00001839129,0.00001283197,0.00001892972,0.0001697893],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6763713,"threshold_uncertainty_score":0.5190376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4222488227606537,"score_gpt":0.5484558396756289,"score_spread":0.1262070169149752,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}