{"id":"W4289238816","doi":"10.1007/s10459-022-10146-2","title":"Professional identity formation: linking meaning to well-being","year":2022,"lang":"en","type":"article","venue":"Advances in Health Sciences Education","topic":"Empathy and Medical Education","field":"Medicine","cited_by":84,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"","keywords":"Formative assessment; Burnout; Competence (human resources); Identity (music); Psychology; Meaning (existential); Expansive; Psychological intervention; Pedagogy; Medical education; Professional development; Social psychology; Medicine; Psychotherapist; Clinical psychology","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":[0.004805744,0.0002354921,0.0003598138,0.001308586,0.004528064,0.007255036,0.0008153174,0.001492503,0.004932709],"category_scores_gemma":[0.01623826,0.0002217348,0.0003556715,0.001013748,0.009699289,0.003450282,0.005880815,0.003028585,0.0003380282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001683807,"about_ca_system_score_gemma":0.003665747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00224531,"about_ca_topic_score_gemma":0.002269325,"domain_scores_codex":[0.9959561,0.002376314,0.0001201021,0.000308779,0.0006309125,0.0006076471],"domain_scores_gemma":[0.9893473,0.004388481,0.001888953,0.0007853981,0.001128833,0.002461097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003570347,0.001113329,0.1319404,0.0004050816,0.0001409631,0.001150413,0.407984,0.0005009312,0.002842087,0.3271363,0.003539466,0.1228901],"study_design_scores_gemma":[0.00007636976,0.0003822109,0.2041023,0.0005981862,0.000108319,0.001133092,0.3638952,0.00172395,0.002075901,0.3915853,0.03415046,0.0001687691],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8363398,0.001396123,0.008516756,0.01437386,0.0003055797,0.00006125015,0.0000701238,0.00002617508,0.1389103],"genre_scores_gemma":[0.9977889,0.0001942694,0.0009053574,0.0001908357,0.00001908371,0.00001279474,0.00001583892,0.000006782374,0.0008662026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007255036,"threshold_uncertainty_score":0.02541548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02149711007966638,"score_gpt":0.4275199283415894,"score_spread":0.406022818261923,"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."}}