{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00143926,0.0001243745,0.0002705337,0.0002368801,0.00004456181,0.000002072846,0.0001448193,0.0002228682,0.000382191],"category_scores_gemma":[0.004540937,0.00009378204,0.00001958761,0.0005283104,0.0001307867,0.00008852049,0.0000391923,0.0008656702,0.0002003715],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002060281,"about_ca_system_score_gemma":0.0002816571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000117054,"about_ca_topic_score_gemma":6.312577e-7,"domain_scores_codex":[0.9981582,0.00003165227,0.0005218622,0.0002374896,0.000792344,0.0002584679],"domain_scores_gemma":[0.998925,0.00003041401,0.00008465917,0.0003305667,0.0003734132,0.0002559579],"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":[0.0002073421,0.000031292,0.01154742,0.0001061053,0.00006632791,0.0000315847,0.02394409,0.0002820777,0.004243405,0.01351096,0.9173207,0.02870865],"study_design_scores_gemma":[0.01277375,0.001416125,0.002410411,0.002726667,0.0006555641,0.001079897,0.09000956,0.3513102,0.001662029,0.07110085,0.4641102,0.0007447156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8780913,0.00294437,0.01256265,0.06460422,0.001451372,0.0004297745,5.060732e-7,0.0002022086,0.03971361],"genre_scores_gemma":[0.9789477,0.0001682268,0.001109231,0.009917785,0.002853746,0.00003131526,0.00005472135,0.00002519554,0.006892065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4532106,"threshold_uncertainty_score":0.5436255,"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."}}