{"id":"W4387974054","doi":"10.21203/rs.3.rs-3471156/v1","title":"Patients as teachers: a within-subjects randomized pilot experiment of patient-led online learning modules for health professionals","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Université Laval; Université de Sherbrooke","funders":"","keywords":"Intervention (counseling); Set (abstract data type); Biopsychosocial model; Medical education; Health care; Psychology; Narrative; Simulated patient; Randomized controlled trial; Medicine; Nursing; Applied psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01742355,0.002051615,0.002007018,0.0007271903,0.003457213,0.00230676,0.003081191,0.004132206,0.01568615],"category_scores_gemma":[0.02317712,0.001957883,0.0009374879,0.0005150555,0.002568271,0.0023774,0.001932039,0.004293378,0.001969084],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002596926,"about_ca_system_score_gemma":0.007389291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001895987,"about_ca_topic_score_gemma":0.003794288,"domain_scores_codex":[0.9867771,0.008377251,0.0008933753,0.001358847,0.001076785,0.001516509],"domain_scores_gemma":[0.9728311,0.01694091,0.002616689,0.001664185,0.00191138,0.004035709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.2006507,0.7353518,0.004780069,0.00111728,0.0002066836,0.000301519,0.01118819,0.001869668,0.00853536,0.0009103901,0.002328497,0.03275979],"study_design_scores_gemma":[0.2626275,0.7088158,0.01213718,0.0001444782,0.0001652903,0.00004657832,0.003743812,0.002356583,0.003526674,0.00098565,0.005320756,0.0001297874],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9428549,0.00003632935,0.001193347,0.0003102051,0.0002688224,0.0534941,0.0003382227,0.0000759483,0.001428272],"genre_scores_gemma":[0.760871,0.000133669,0.01689741,0.001216633,0.0003552561,0.2159799,0.0003337962,0.0000299089,0.004182369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01742355,"threshold_uncertainty_score":0.09214568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1122619917062964,"score_gpt":0.4945699511173756,"score_spread":0.3823079594110791,"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."}}