{"id":"W4386979890","doi":"10.1186/s13643-023-02329-8","title":"Professional identity formation among undergraduate pre-medical students: a scoping review protocol","year":2023,"lang":"en","type":"review","venue":"Systematic Reviews","topic":"Innovations in Medical Education","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Roy J. and Lucille A. Carver College of Medicine, University of Iowa","keywords":"CINAHL; Medical education; Inclusion (mineral); Medicine; Protocol (science); Identity (music); MEDLINE; Scopus; Narrative; Identity formation; Alternative medicine; Psychology; Nursing; Self-concept; Psychological intervention; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02710884,0.0008929232,0.009203842,0.0005722016,0.0002359258,0.0001610998,0.001386609,0.0006805172,0.0004906488],"category_scores_gemma":[0.03611663,0.0005124232,0.001300393,0.002974557,0.0001385166,0.0006594186,0.0004622455,0.001422868,0.004072505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008839951,"about_ca_system_score_gemma":0.002074664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006659171,"about_ca_topic_score_gemma":0.00001760848,"domain_scores_codex":[0.9796951,0.003799944,0.009948654,0.0007766932,0.005224636,0.0005549244],"domain_scores_gemma":[0.9906548,0.0005421611,0.006136366,0.001805809,0.0005580977,0.0003027132],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000001431917,0.0001842938,0.000005373116,0.9019194,0.000176688,0.00001748257,0.00004700625,6.379532e-9,4.024225e-9,0.0001243667,0.03320907,0.06431487],"study_design_scores_gemma":[0.0002629045,0.00003708002,0.000002939152,0.706798,0.001900001,0.0002336878,0.00001353619,0.00001621763,1.277113e-8,0.00003921934,0.2904174,0.0002789717],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[1.284224e-7,0.5437278,0.0006475227,0.0002404376,0.0007252694,0.4543874,0.000002277171,0.0001305279,0.000138663],"genre_scores_gemma":[1.484464e-8,0.527787,0.0002126734,0.0005342809,0.0003085438,0.4690365,0.0002447074,0.00007268801,0.001803666],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.2572083,"threshold_uncertainty_score":0.9997327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1339207909229696,"score_gpt":0.5614740733896629,"score_spread":0.4275532824666933,"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."}}