{"id":"W3193783235","doi":"10.1111/medu.14625","title":"Dual and duelling purposes: An exploration of educators' perspectives on the use of reflective writing to remediate professionalism in residency","year":2021,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Western University; Mount Saint Vincent University","funders":"Royal College of Physicians and Surgeons of Canada","keywords":"Reflective practice; Reflective writing; Psychology; Medical education; Pedagogy; Grounded theory; Engineering ethics; Medicine; Qualitative research; Sociology; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001253901,0.0001103457,0.0002316788,0.0003262704,0.00008074,0.00001535544,0.00007279743,0.0001393342,0.0001911931],"category_scores_gemma":[0.02675693,0.00008533098,0.000027093,0.001123679,0.0001696489,0.0003970799,0.00003587428,0.000421914,0.000002808678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000166374,"about_ca_system_score_gemma":0.003712248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001258311,"about_ca_topic_score_gemma":0.00005236021,"domain_scores_codex":[0.9978249,0.0003132572,0.0006078368,0.0003223009,0.0007777453,0.0001539613],"domain_scores_gemma":[0.9979732,0.0004186411,0.0001932287,0.0003385631,0.0009953502,0.00008103175],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0008501722,0.0134509,0.03193362,0.00115107,0.0001245904,0.00002616794,0.3791964,0.00005779278,0.01959435,0.211003,0.02785131,0.3147607],"study_design_scores_gemma":[0.001899684,0.001343144,0.230747,0.01179994,0.0001591406,0.0001102083,0.6996521,0.001889886,0.03054507,0.01530326,0.005985493,0.0005650876],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9346653,0.0002542328,0.0003468744,0.06350198,0.0005380653,0.0004977144,0.000001478234,0.00001158203,0.0001827988],"genre_scores_gemma":[0.9866227,0.0001801595,0.00799652,0.00441253,0.0003782083,0.0001627342,0.00007050594,0.00001711042,0.000159559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3204557,"threshold_uncertainty_score":0.9814411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1031312608681915,"score_gpt":0.4350989626339686,"score_spread":0.3319677017657771,"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."}}