{"id":"W4416147666","doi":"10.2139/ssrn.5730474","title":"Canadian Perioperative Healthcare Provider Surgical Safety Priorities: A National Sampling","year":2025,"lang":"","type":"preprint","venue":"SSRN Electronic Journal","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; University of Toronto; University of Calgary","funders":"","keywords":"Patient safety; Snowball sampling; Checklist; Health care; Staffing; Safety culture; Likert scale; Perioperative","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003091289,0.0009083443,0.0007260058,0.008259188,0.006648761,0.002005737,0.002615093,0.00140286,0.007334638],"category_scores_gemma":[0.01105565,0.001107089,0.001148217,0.01316425,0.0008679145,0.0009101063,0.003177713,0.001192764,0.001120393],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06763456,"about_ca_system_score_gemma":0.1098407,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9957529,"about_ca_topic_score_gemma":0.9971614,"domain_scores_codex":[0.9956584,0.0003310253,0.0003509319,0.0004055327,0.001916296,0.001337833],"domain_scores_gemma":[0.9911573,0.0004354106,0.0008721554,0.0002512165,0.005529535,0.001754472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002815186,0.0002700929,0.9413654,0.0002880761,0.0001011137,0.0003159473,0.01266924,0.00025253,0.0003081755,0.0009826304,0.02980795,0.01335729],"study_design_scores_gemma":[0.00006720879,0.0000826449,0.9733847,0.0001037854,0.00005506912,0.000150428,0.01669229,0.0005552261,0.0001069659,0.00008991129,0.008660364,0.00005127639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519414,0.0007563464,0.0005412578,0.001287112,0.00003441284,0.001914653,0.03301299,0.00003683047,0.0104749],"genre_scores_gemma":[0.9699469,0.001530099,0.002430789,0.002133588,0.00004284279,0.001942072,0.01483678,0.00005584445,0.007081001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9323654,"threshold_uncertainty_score":0.4907254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05547328698204123,"score_gpt":0.410388047986988,"score_spread":0.3549147610049467,"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."}}