{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002213725,0.0002065745,0.0005932077,0.001570278,0.00008386402,0.00001482229,0.00012556,0.0001930759,0.0003555925],"category_scores_gemma":[0.001964818,0.0001624084,0.00002582977,0.001599503,0.0004856585,0.0006396307,0.00005009609,0.0008228724,0.000007678564],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005027062,"about_ca_system_score_gemma":0.0001110388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001393703,"about_ca_topic_score_gemma":0.00005523466,"domain_scores_codex":[0.9976309,0.00009000584,0.0008948426,0.0004005618,0.0006375606,0.0003461513],"domain_scores_gemma":[0.99936,0.00009968147,0.0001011646,0.000233645,0.0001034078,0.0001021018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001194265,0.000179379,0.1805201,0.002120306,0.00008016413,0.0002975117,0.05006528,0.000005398834,0.001100746,0.02018626,0.5269221,0.2184033],"study_design_scores_gemma":[0.01655163,0.001269534,0.355374,0.05864584,0.0005814953,0.001082602,0.103456,0.1027365,0.0005650082,0.104218,0.2543136,0.00120575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8220711,0.01517416,0.0412414,0.09829131,0.01463389,0.001300145,0.000001990828,0.0002128392,0.007073204],"genre_scores_gemma":[0.9754776,0.001057618,0.01548109,0.003923504,0.001481225,0.0001137242,0.0002146743,0.00004534738,0.002205191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2726085,"threshold_uncertainty_score":0.662282,"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."}}