{"id":"W4410499687","doi":"10.1111/medu.15716","title":"From challenge to growth: Exploring physician narratives of patient complaints during residency","year":2025,"lang":"en","type":"review","venue":"Medical Education","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Canadian Medical Protective Association; University of Ottawa","funders":"","keywords":"Narrative; Mentorship; Specialty; Medical education; Burnout; Narrative inquiry; Medicine; Complaint; Psychology; Distress; Patient experience; Patient education; Health care; Nursing; Family medicine; Clinical psychology","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":[0.0007028811,0.0003084252,0.001478473,0.0002665399,0.0002798291,0.000005847279,0.0004425139,0.0004713805,0.002341273],"category_scores_gemma":[0.01698346,0.0002461556,0.0001902378,0.0004749734,0.00008237935,0.0001527132,0.0002670439,0.001378299,0.0004549086],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003005667,"about_ca_system_score_gemma":0.006262048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007380513,"about_ca_topic_score_gemma":0.0001030178,"domain_scores_codex":[0.9948899,0.001791989,0.001476901,0.000542146,0.0009100101,0.0003891076],"domain_scores_gemma":[0.9954886,0.002623043,0.0006533688,0.0005588827,0.0002862435,0.0003898954],"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":[0.0000176972,0.000699345,0.00002649465,0.06907518,0.00008017241,0.000003104066,0.04678781,1.534094e-8,2.623024e-7,0.00149687,0.01721908,0.864594],"study_design_scores_gemma":[0.0000997394,0.00005644355,0.00007384821,0.1384359,0.0001245511,1.853959e-7,0.01872385,1.811018e-7,0.000001035556,0.001101672,0.8412096,0.0001729751],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002930136,0.9608622,0.00001930331,0.02240872,0.00502152,0.002037258,0.0000331667,0.00006479428,0.006622937],"genre_scores_gemma":[0.0004080605,0.9929941,0.0003485093,0.001269624,0.002191926,0.002069638,0.0001940446,0.0000303846,0.0004936973],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.864421,"threshold_uncertainty_score":0.999999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1419212497849398,"score_gpt":0.5023694033132753,"score_spread":0.3604481535283355,"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."}}