{"id":"W2407114206","doi":"10.1097/acm.0000000000000996","title":"Resident Role Modeling","year":2015,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Psychology","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":[0.008213697,0.0006800509,0.0002462434,0.0005562172,0.001624877,0.001907936,0.001891414,0.0007519471,0.01797626],"category_scores_gemma":[0.01497719,0.0002410355,0.0006901714,0.0004287691,0.001213635,0.001953747,0.004270531,0.001486485,0.006757108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002549925,"about_ca_system_score_gemma":0.008972703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002394739,"about_ca_topic_score_gemma":0.003956416,"domain_scores_codex":[0.9929234,0.004591182,0.0003204382,0.000409709,0.001150766,0.0006045565],"domain_scores_gemma":[0.9919789,0.002132955,0.0008793285,0.001198624,0.002037884,0.001772291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005134942,0.0007481172,0.03064257,0.001529385,0.00006539345,0.001213724,0.05013836,0.005214908,0.004532922,0.1523194,0.184702,0.5683796],"study_design_scores_gemma":[0.00009724581,0.0006068718,0.006286235,0.00137406,0.00007382797,0.002834674,0.01717211,0.0072249,0.004422509,0.0257428,0.9340693,0.00009544442],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.145092,0.005152883,0.3176875,0.03961653,0.003067266,0.002079748,0.001321036,0.002559117,0.483424],"genre_scores_gemma":[0.7614969,0.003551035,0.1081629,0.004404819,0.0003846656,0.001684659,0.001001237,0.0003332008,0.1189806],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01797626,"threshold_uncertainty_score":0.06013656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09612117575956612,"score_gpt":0.4098881774133883,"score_spread":0.3137670016538222,"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."}}