{"id":"W4401931678","doi":"10.3389/fmed.2024.1438082","title":"Being, becoming, and belonging: reconceptualizing professional identity formation in medicine","year":2024,"lang":"en","type":"article","venue":"Frontiers in Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; University of British Columbia; McGill University","funders":"McGill University","keywords":"Identity (music); Socialization; Identity formation; Agency (philosophy); Sociology; Promotion (chess); Professional development; Public relations; Social psychology; Psychology; Political science; Pedagogy; Self-concept; Law; Social science","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":[0.02063561,0.0008920124,0.00054453,0.004913419,0.009096429,0.01191342,0.002198232,0.004004669,0.002057161],"category_scores_gemma":[0.02094973,0.0005835582,0.0007696508,0.002020391,0.06840872,0.02091432,0.01083346,0.004868196,0.0003043413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006999211,"about_ca_system_score_gemma":0.007473161,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004921138,"about_ca_topic_score_gemma":0.004815768,"domain_scores_codex":[0.9787187,0.01846201,0.0003428747,0.0005690337,0.001234514,0.0006727971],"domain_scores_gemma":[0.9878958,0.008584529,0.001101451,0.000971466,0.000864104,0.0005826009],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002033052,0.00001754515,0.0008667788,0.000123087,0.00000816291,0.000199249,0.479562,0.000329825,0.0002735889,0.5025383,0.0006736271,0.01538751],"study_design_scores_gemma":[0.00002215456,0.00009935151,0.002028899,0.0008905858,0.00004202004,0.0009438019,0.3699756,0.002711611,0.0009350699,0.4984349,0.1238427,0.00007321341],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3027247,0.01024884,0.3143698,0.0982755,0.001361142,0.0005560005,0.0001029151,0.000327202,0.272034],"genre_scores_gemma":[0.9571,0.001754064,0.03679586,0.001078905,0.00008476854,0.0001572307,0.00005084224,0.00006009317,0.002918232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02063561,"threshold_uncertainty_score":0.1091329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02713772014154509,"score_gpt":0.3674873662658076,"score_spread":0.3403496461242625,"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."}}