{"id":"W4414011932","doi":"10.2196/69942","title":"Patient Participation in AI for Health Curriculum","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; Curriculum; Psychology; Medical education; Pedagogy; Medicine; Computer science; World Wide Web","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":[0.001510284,0.0001057031,0.0004942358,0.000432366,0.00006750299,0.00000516067,0.00005347405,0.00006895058,0.00006256198],"category_scores_gemma":[0.001739721,0.00007866188,0.0000819368,0.0004321665,0.00008509706,0.0001034987,0.000008352851,0.0002660038,0.000004057119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000335913,"about_ca_system_score_gemma":0.0008891043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002235871,"about_ca_topic_score_gemma":0.0001570793,"domain_scores_codex":[0.9977034,0.0001192452,0.001461984,0.0001288618,0.0002676252,0.000318847],"domain_scores_gemma":[0.9984468,0.0002089111,0.0003593768,0.0001541468,0.0005861615,0.0002445553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001303733,0.002266039,0.6230001,0.00120074,0.0001287833,0.00004130301,0.01812525,0.0006083265,0.001330422,0.003151011,0.115541,0.2333032],"study_design_scores_gemma":[0.006116797,0.03371667,0.6472791,0.01900045,0.001125639,0.0002238258,0.04278218,0.03012426,0.03175786,0.02121056,0.1659189,0.0007437733],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9189039,0.001847329,0.004066153,0.07291322,0.001607008,0.0005300787,8.879605e-7,0.000009428547,0.0001219177],"genre_scores_gemma":[0.9888177,0.0001200515,0.0003185035,0.01015798,0.0004540473,0.00005791174,0.000003861756,0.000008465862,0.00006149642],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2325594,"threshold_uncertainty_score":0.3207738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2237792557179536,"score_gpt":0.5616327726831533,"score_spread":0.3378535169651996,"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."}}