{"id":"W7139501029","doi":"","title":"Operating Room Interruptions: Insights and Mitigations from Four Hospitals Using OR Black Box ®","year":2025,"lang":"","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Services and Policy Research","funders":"","keywords":"Limiting; Workflow; Task (project management); Psychological intervention; Patient safety; Resilience (materials science); Black box","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002587744,0.0002193904,0.0002418295,0.001924636,0.001022156,0.001312293,0.0004830581,0.0004056387,0.001479338],"category_scores_gemma":[0.009634025,0.0002774172,0.0003335938,0.002419024,0.0005856918,0.0009927176,0.002143787,0.0007807297,0.0003224396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002089821,"about_ca_system_score_gemma":0.002901291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0269273,"about_ca_topic_score_gemma":0.04459892,"domain_scores_codex":[0.9986023,0.0004366247,0.000149515,0.0001571474,0.0003321305,0.0003222313],"domain_scores_gemma":[0.9892196,0.003949873,0.004018728,0.0004069519,0.001536892,0.0008679263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003023662,0.0002805096,0.8841859,0.0002014147,0.00006866201,0.000310434,0.05809039,0.0006531024,0.001163816,0.0004333366,0.002032804,0.05227725],"study_design_scores_gemma":[0.000008813511,0.0003470015,0.9189262,0.0001192502,0.00003000722,0.00010141,0.07619974,0.0008313653,0.0003924909,0.0001950453,0.002815962,0.00003281172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998068,0.00008148323,0.0004049278,0.000290337,0.000004135866,0.00002333396,0.0002322189,0.000009132449,0.0008863401],"genre_scores_gemma":[0.997926,0.0002475517,0.000631133,0.0001553239,0.00000836091,0.00004240574,0.0003775063,0.000008601965,0.000603134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0269273,"threshold_uncertainty_score":0.05354112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07567044326908866,"score_gpt":0.3722954767095304,"score_spread":0.2966250334404418,"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."}}