{"id":"W4210593386","doi":"10.1111/medu.14735","title":"Patients' perspectives on medical students' professionalism: Blind spots and opportunities","year":2022,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; The Wilson Centre; University Health Network; University of Toronto","funders":"","keywords":"Curriculum; Constructivist grounded theory; Hidden curriculum; Psychology; Medical education; Affect (linguistics); Perception; Perspective (graphical); Value (mathematics); Grounded theory; Pedagogy; Medicine; Qualitative research; Sociology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001910151,0.0001702142,0.0002449631,0.0003831321,0.0004422171,0.00002878055,0.0003440626,0.0001689747,0.01347327],"category_scores_gemma":[0.006302409,0.0001480856,0.00004520668,0.0004105392,0.0003211238,0.00008913984,0.000258375,0.001052163,0.00003167462],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004016956,"about_ca_system_score_gemma":0.003811016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002685165,"about_ca_topic_score_gemma":8.570567e-7,"domain_scores_codex":[0.9936937,0.0002301331,0.0004685836,0.0004129124,0.004940934,0.0002537447],"domain_scores_gemma":[0.9987895,0.0001267892,0.0001433065,0.0003167004,0.000376843,0.0002468213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004521392,0.01381871,0.02761402,0.0001537587,0.0000819187,0.0000289222,0.01124985,3.59328e-7,0.000002634569,0.02205985,0.4160624,0.5084755],"study_design_scores_gemma":[0.005921453,0.001148383,0.2103399,0.0006625143,0.0001180673,0.0002316318,0.07524905,0.0004192712,0.00001145045,0.000729711,0.7047351,0.0004335156],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8786118,0.0004381388,0.00003408496,0.1156092,0.002094858,0.0005724861,0.000004694617,0.00006270029,0.002572031],"genre_scores_gemma":[0.9263968,0.000226014,0.0002020028,0.06763499,0.0006003293,0.0005638754,0.0005254346,0.00003068148,0.003819911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.508042,"threshold_uncertainty_score":0.9874285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03402772281365034,"score_gpt":0.4005839180879929,"score_spread":0.3665561952743426,"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."}}