{"id":"W6902335944","doi":"10.6084/m9.figshare.c.7228781.v1","title":"Patients as teachers: a within-subjects randomized pilot experiment of patient-led online learning modules for health professionals","year":2024,"lang":"en","type":"other","venue":"Figshare","topic":"Political Science Research and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Université Laval; Université de Sherbrooke","funders":"","keywords":"Biopsychosocial model; Set (abstract data type); Intervention (counseling); Health care; Narrative; Randomized controlled trial; Health professionals; Simulated patient; Public health","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007728246,0.0001786397,0.000495056,0.0001827572,0.0001882693,0.0000684579,0.0002764096,0.0001487628,0.0624478],"category_scores_gemma":[0.01491593,0.0001350611,0.000152815,0.0002226753,0.00008430646,0.00007622982,0.00008657752,0.0002557532,0.0005279671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003458733,"about_ca_system_score_gemma":0.001414114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002503372,"about_ca_topic_score_gemma":0.0005179601,"domain_scores_codex":[0.9970011,0.000645793,0.0003654718,0.0003598426,0.000847898,0.0007799054],"domain_scores_gemma":[0.9983701,0.0004267961,0.0003911211,0.0001359473,0.0001606556,0.000515425],"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":[0.0004695501,0.0004497909,0.000003057372,0.0004885631,0.00004327102,3.179628e-7,0.01774878,6.020462e-7,0.000001599957,0.0004561724,0.975932,0.00440629],"study_design_scores_gemma":[0.008920006,0.0006046423,0.00002277224,0.01234089,0.00001433856,8.798954e-8,0.009292309,0.00003697334,0.00007265095,0.001448871,0.9669421,0.0003043138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006035281,0.01339038,0.000007102877,0.008039054,0.002834195,0.02547042,0.2319261,0.001015741,0.7112818],"genre_scores_gemma":[0.09346604,0.0001031415,0.001289252,0.000899591,0.001512915,0.005153907,0.09395721,0.0004227016,0.8031952],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1379689,"threshold_uncertainty_score":0.9933819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06805148929144579,"score_gpt":0.4430221563187765,"score_spread":0.3749706670273307,"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."}}