{"id":"W4388735512","doi":"10.1080/0142159x.2023.2279903","title":"Addressing medical resident mistreatment: A resident-centred approach","year":2023,"lang":"en","type":"article","venue":"Medical Teacher","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medical education; Psychology; MEDLINE; Medicine; Nursing; Political science","routes":{"ca_aff":true,"ca_fund":false,"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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002816374,0.0001738298,0.0002659559,0.0001211945,0.0007169893,0.0001268249,0.0006676062,0.0004838223,0.0171382],"category_scores_gemma":[0.004237642,0.0001419752,0.0001277607,0.0007890359,0.0006084636,0.0001297659,0.0001782729,0.000555153,0.0009847283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001798488,"about_ca_system_score_gemma":0.0008893925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002399548,"about_ca_topic_score_gemma":0.0005160004,"domain_scores_codex":[0.9942918,0.0006300579,0.0003568145,0.0004629176,0.003415592,0.0008428333],"domain_scores_gemma":[0.9985171,0.0001829389,0.00007723229,0.0002752461,0.0000412195,0.0009062519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009920313,0.0006487162,0.1945584,0.0001187143,0.0002082008,0.002285702,0.07873073,0.000007512061,0.00002708436,0.004704593,0.6292284,0.08938277],"study_design_scores_gemma":[0.006419883,0.0001575596,0.01286081,0.004202251,0.0002356488,0.00006208096,0.2832859,0.01159162,0.0001251654,0.005210231,0.6739755,0.00187328],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7341701,0.001910044,0.000174885,0.04275925,0.0009378004,0.0005729606,0.000002585134,0.001245977,0.2182264],"genre_scores_gemma":[0.9346039,0.001108532,0.00009056039,0.0005803843,0.002089134,0.00008603143,0.00004439101,0.00003770456,0.06135933],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2045552,"threshold_uncertainty_score":0.9997931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1436305012662164,"score_gpt":0.3901881371130719,"score_spread":0.2465576358468555,"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."}}