{"id":"W3094981044","doi":"10.22454/primer.2020.796230","title":"Association Between Family Medicine Residents’ Mindsets and In-Training Exam Scores","year":2020,"lang":"en","type":"article","venue":"PRiMER","topic":"Innovations in Medical Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Social Sciences and Humanities Research Council of Canada; University of Alberta","keywords":"Association (psychology); Psychology; Medical education; Training (meteorology); Family medicine; Medicine; Applied psychology; Geography; Psychotherapist","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.001586732,0.0001511344,0.0001367029,0.000635128,0.0002463341,0.0004181843,0.0002279622,0.0002266633,0.004930627],"category_scores_gemma":[0.01015394,0.0001211911,0.0001563183,0.0003343334,0.0003030609,0.0003239148,0.0005475448,0.0004672276,0.000220865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002404518,"about_ca_system_score_gemma":0.0003674557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001255879,"about_ca_topic_score_gemma":0.002024072,"domain_scores_codex":[0.999392,0.0001729124,0.00006496695,0.00007527564,0.0002037636,0.00009108023],"domain_scores_gemma":[0.9896186,0.00371612,0.004501374,0.0002851429,0.0007483166,0.001130479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002224732,0.00003550895,0.9979128,0.000005692763,0.00001298196,0.00001165292,0.0001005124,0.00002118709,0.00006993632,0.00000861515,0.00004498862,0.001753856],"study_design_scores_gemma":[9.989361e-7,0.00004753223,0.9996197,0.000004710181,0.000003337653,0.00004950104,0.0000791912,0.00005401184,0.00005888168,0.00001085604,0.00007017095,9.496765e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993389,0.00006256797,0.00006275401,0.00005416502,0.000002774768,0.000003384445,0.00004563697,0.000002380519,0.0004274041],"genre_scores_gemma":[0.999621,0.00002706602,0.0000899304,0.00001071453,0.00000562728,0.000004266352,0.00005547235,7.546534e-7,0.0001851768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004930627,"threshold_uncertainty_score":0.01649457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0857806422847379,"score_gpt":0.3606624504517706,"score_spread":0.2748818081670327,"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."}}