{"id":"W4415469213","doi":"10.1136/bmjopen-2025-104713","title":"Understanding safety threats and resilience supports in the operating room: a mixed-methods protocol study using surgical video analysis and clinician interviews","year":2025,"lang":"en","type":"article","venue":"BMJ Open","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital; Public Health Ontario; Toronto Rehabilitation Institute; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Research ethics; Protocol (science); Resilience (materials science); Human research; Bioethics; Public health; Health services research; Ethics committee; Medical ethics; Psychological resilience","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.07795418,0.00119751,0.001235996,0.003262867,0.00543713,0.003710438,0.002790922,0.002298508,0.00724554],"category_scores_gemma":[0.07476266,0.001909491,0.001131374,0.002935329,0.003175871,0.003685506,0.003901185,0.002996007,0.001630596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007052944,"about_ca_system_score_gemma":0.01791856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003513483,"about_ca_topic_score_gemma":0.008533281,"domain_scores_codex":[0.9532546,0.03573654,0.003925217,0.00245458,0.002549682,0.002079421],"domain_scores_gemma":[0.9301881,0.04603148,0.006764732,0.003524484,0.01120157,0.002289644],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.004782483,0.01400316,0.02769926,0.009065711,0.0002241672,0.001707959,0.797963,0.001230833,0.005995393,0.006697098,0.006442392,0.1241885],"study_design_scores_gemma":[0.005867617,0.01906856,0.03681901,0.006157827,0.0002798482,0.0004942794,0.8752109,0.003228322,0.00464826,0.006682961,0.04121088,0.0003315393],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"protocol","genre_scores_codex":[0.6591472,0.0006509551,0.03315548,0.001515568,0.0001544031,0.2986831,0.001504042,0.00008920029,0.005100083],"genre_scores_gemma":[0.2365947,0.0006664773,0.0552615,0.001386522,0.00006821128,0.7035495,0.0004966506,0.000040959,0.001935503],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.07795418,"threshold_uncertainty_score":0.412266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4629854209774048,"score_gpt":0.6483028993614366,"score_spread":0.1853174783840318,"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."}}