{"id":"W3038433871","doi":"10.1097/acm.0000000000003561","title":"Professional Identity Formation: A Role for Patients as Mentors","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Learning Partnership","funders":"","keywords":"Identity (music); General partnership; Construct (python library); Medical education; Health professionals; Professional development; Medicine; Health care; Psychology; Nursing","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":[0.02460467,0.000394592,0.0004346974,0.001070208,0.01254031,0.01220091,0.001942437,0.003928445,0.006184836],"category_scores_gemma":[0.04285569,0.0003498252,0.0005473538,0.0005999285,0.01117966,0.009295265,0.01326372,0.007640207,0.001278977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002846582,"about_ca_system_score_gemma":0.01565695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001061884,"about_ca_topic_score_gemma":0.002179953,"domain_scores_codex":[0.9653552,0.02932293,0.0005753959,0.0006862717,0.002328481,0.001731782],"domain_scores_gemma":[0.9488868,0.01609796,0.005345082,0.002856375,0.004596022,0.02221776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002234049,0.001414908,0.05119293,0.0006470939,0.00009127883,0.002260227,0.4985981,0.0002988911,0.001789338,0.08389413,0.05196954,0.3076203],"study_design_scores_gemma":[0.0001186574,0.001037376,0.01375465,0.002015707,0.00007931151,0.004547004,0.5445976,0.0009289833,0.00146884,0.03961177,0.3916748,0.0001652426],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4675305,0.01043166,0.02401,0.3523344,0.004117498,0.0005438359,0.0000985218,0.000475106,0.1404584],"genre_scores_gemma":[0.9744329,0.001905378,0.00634975,0.008455618,0.000415108,0.0001954314,0.00004470963,0.00004501056,0.008156067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02460467,"threshold_uncertainty_score":0.1301236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03100640763800539,"score_gpt":0.3953139299958681,"score_spread":0.3643075223578627,"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."}}