{"id":"W2995503821","doi":"10.1007/s40596-019-01162-3","title":"“You are in Some Sort of Occupational Adolescence”: An Exploratory Study to Understand Knowledge, Skills, and Experiences of CanMEDS Leader Role in Psychiatry","year":2019,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Innovations in Medical Education","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Thematic analysis; Psychology; Snowball sampling; Qualitative research; CLARITY; Medical education; Transformational leadership; Nonprobability sampling; Exploratory research; Medicine; Social psychology; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007488901,0.0001704689,0.0004019945,0.0006858818,0.0000285981,0.000003451761,0.0002151379,0.0002173117,0.00006156677],"category_scores_gemma":[0.0001440155,0.0001644624,0.00002748714,0.001027673,0.0001547378,0.0002776725,0.00005010011,0.0006632163,0.000007551407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001142236,"about_ca_system_score_gemma":0.0009668398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002647419,"about_ca_topic_score_gemma":0.0003195102,"domain_scores_codex":[0.998009,0.00009520725,0.0008085972,0.0004076868,0.0004320911,0.0002474682],"domain_scores_gemma":[0.9991866,0.00002858232,0.0002364056,0.0003351624,0.0001121685,0.0001011247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000124864,0.00244122,0.8895127,0.0001882384,0.0000135183,2.625763e-7,0.1049445,0.000007330184,0.0001336822,0.001071768,0.001108204,0.0004537377],"study_design_scores_gemma":[0.001156042,0.0002960869,0.557408,0.0005633431,0.00001188734,0.000002667655,0.4397646,0.00004660547,0.00004342015,0.0005808728,0.00002110978,0.000105368],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946069,0.001550775,0.00001522641,0.000996109,0.001904448,0.0008067066,0.000004697894,0.00001494755,0.0001002143],"genre_scores_gemma":[0.997654,0.00003316619,0.0009018952,0.000996823,0.0002730961,0.00005541997,0.00001328743,0.00001978708,0.0000524848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3348201,"threshold_uncertainty_score":0.6706583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02339383360380832,"score_gpt":0.3602994045974047,"score_spread":0.3369055709935964,"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."}}