{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03348444,0.0004089828,0.0002970508,0.000849924,0.008099501,0.008985989,0.001075077,0.003642685,0.01183298],"category_scores_gemma":[0.0487841,0.0002830474,0.0006378453,0.0005492637,0.008712661,0.005850793,0.0109052,0.007915637,0.00141803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003533075,"about_ca_system_score_gemma":0.01173337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00083984,"about_ca_topic_score_gemma":0.001641759,"domain_scores_codex":[0.9458713,0.04681232,0.0008082718,0.001079176,0.003701772,0.001727214],"domain_scores_gemma":[0.9594493,0.02715964,0.002274078,0.001917963,0.002753337,0.006445643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000139742,0.0007970445,0.02108745,0.000405348,0.00005905176,0.0007834947,0.3109428,0.0008325565,0.002221955,0.34517,0.07483868,0.2427218],"study_design_scores_gemma":[0.00007085346,0.0004223434,0.00393705,0.0007691103,0.00005228374,0.001328161,0.1065931,0.001731112,0.002284369,0.1607723,0.7219714,0.00006784465],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.1353747,0.003187195,0.03700837,0.5357473,0.002048702,0.0003464833,0.0001321621,0.0002037015,0.2859513],"genre_scores_gemma":[0.9308918,0.001820527,0.01169099,0.03506824,0.0007362017,0.0001960042,0.00008560185,0.00006368479,0.01944702],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03348444,"threshold_uncertainty_score":0.1770848,"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."}}