{"id":"W4321598211","doi":"10.1111/medu.15065","title":"How medical learners and educators decide what counts as mistreatment: A qualitative study","year":2023,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"University of California, San Francisco","keywords":"Grounded theory; Psychology; Variety (cybernetics); Consistency (knowledge bases); Interpersonal communication; Ambiguity; Intervention (counseling); Perception; Qualitative research; Medical education; Social psychology; Medicine","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001343334,0.0001527891,0.0002307378,0.0002842566,0.0001154895,0.00008534147,0.0001243473,0.0002077746,0.002174695],"category_scores_gemma":[0.01054849,0.0001269956,0.00003665438,0.0009289337,0.0002697596,0.0001890706,0.00004078463,0.0003927225,0.0006095407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001981136,"about_ca_system_score_gemma":0.003620773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008154188,"about_ca_topic_score_gemma":0.00001038805,"domain_scores_codex":[0.9973915,0.0001570794,0.0002979404,0.0003491629,0.001556475,0.0002478492],"domain_scores_gemma":[0.9989548,0.0001942299,0.00008210765,0.0002768457,0.0001994449,0.0002925485],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003115466,0.001844689,0.003085763,0.0001046625,0.0001082748,0.00003409561,0.04368691,2.631621e-8,0.000004533022,0.00140686,0.3280267,0.6216664],"study_design_scores_gemma":[0.00148199,0.0004294519,0.008530398,0.0006936233,0.0001414283,0.0001810586,0.7834023,0.0002253293,0.00002828478,0.001039946,0.203601,0.0002451399],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.880208,0.0004460215,0.00002784302,0.1143416,0.002279471,0.0004611422,6.591978e-7,0.0001129385,0.002122379],"genre_scores_gemma":[0.974196,0.0007330406,0.0002549981,0.01107322,0.0008196992,0.0002942001,0.0002999291,0.00003375132,0.01229522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7397155,"threshold_uncertainty_score":0.9987375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02099959117141963,"score_gpt":0.432924718659675,"score_spread":0.4119251274882554,"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."}}