{"id":"W3134452059","doi":"10.1007/s40037-021-00649-w","title":"Reflecting on professional identity in undergraduate medical education: implementation of a&amp;nbsp;novel longitudinal course","year":2021,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Medical education; Identity (music); Professional development; Psychology; Portfolio; Reflection (computer programming); Pedagogy; Medicine; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001715668,0.0002598219,0.0004289077,0.0005398782,0.0001778838,0.00002987778,0.0002449293,0.0003417588,0.005028015],"category_scores_gemma":[0.01511768,0.0002478373,0.0001203642,0.002029522,0.0003032788,0.0002837931,0.00006789978,0.001209927,0.00006292223],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001127792,"about_ca_system_score_gemma":0.02495864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002894771,"about_ca_topic_score_gemma":0.0007221211,"domain_scores_codex":[0.9947087,0.0002390809,0.0009703106,0.000739631,0.002971265,0.0003710081],"domain_scores_gemma":[0.9971051,0.0002244913,0.0003694257,0.0005435901,0.001419123,0.000338264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000500516,0.05183844,0.1599018,0.000831537,0.0002888686,0.00002988729,0.02337989,0.00001222578,0.0009613355,0.3450464,0.05642988,0.3607792],"study_design_scores_gemma":[0.004957544,0.0006003429,0.7924567,0.005426102,0.0002061882,0.0004604445,0.1786665,0.0003467005,0.00141953,0.00724669,0.007602853,0.0006103619],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8742567,0.0005369624,0.001551679,0.1155047,0.003443069,0.0005877099,0.000003937761,0.00005307892,0.004062165],"genre_scores_gemma":[0.9851428,0.0002626506,0.004442594,0.006976013,0.001265962,0.0002341571,0.0004194274,0.00003804341,0.001218408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6325549,"threshold_uncertainty_score":0.9999974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0557650561798713,"score_gpt":0.5275800984854921,"score_spread":0.4718150423056208,"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."}}