{"id":"W3177965028","doi":"10.1007/s40037-021-00673-w","title":"Factors associated with professional identity formation within psychiatry residency training: A&amp;nbsp;longitudinal study","year":2021,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Healthcare Group","keywords":"Seniority; Medicine; Child and adolescent psychiatry; Socialization; Extant taxon; Residency training; Psychiatry; Family medicine; Psychology; Clinical psychology; Medical education; Developmental psychology; Continuing education","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002358309,0.0001468905,0.0001877045,0.0005921829,0.00114855,0.0006256239,0.0003766718,0.0003272834,0.00187512],"category_scores_gemma":[0.004139012,0.0002490206,0.0003146614,0.0007932641,0.00038591,0.00082333,0.0010248,0.0009201693,0.0003598468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006032832,"about_ca_system_score_gemma":0.001597537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01186754,"about_ca_topic_score_gemma":0.02269576,"domain_scores_codex":[0.9992434,0.0002311464,0.00007476196,0.00009912722,0.0001808014,0.0001706922],"domain_scores_gemma":[0.9968126,0.0003223328,0.001525997,0.0001489374,0.0004210652,0.0007690259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001714819,0.00004584663,0.9981837,0.000007827397,0.00000933931,0.00002754579,0.0005564862,0.000006279319,0.00004062169,0.00001218612,0.00008957409,0.001003426],"study_design_scores_gemma":[0.000001612767,0.00009901328,0.9975885,0.00001674077,0.000007617563,0.00009946206,0.001787761,0.00006672856,0.00003577391,0.00001356732,0.0002810988,0.000002164844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993114,0.00009803586,0.00006492684,0.0001221975,0.000005191168,0.00001202957,0.0001329127,0.000001109779,0.0002520627],"genre_scores_gemma":[0.9992908,0.00008557663,0.0001320505,0.00004044718,0.000006260618,0.00002862568,0.0001440455,8.61637e-7,0.0002712685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01186754,"threshold_uncertainty_score":0.02359694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08442943701609655,"score_gpt":0.4283619208126709,"score_spread":0.3439324837965743,"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."}}