{"id":"W4396518276","doi":"10.35680/2372-0247.1873","title":"Refining Successful Implementation Strategies for the Surgical Safety Checklist in High-Income Contexts: Results of an International Mixed Methods Study","year":2024,"lang":"en","type":"article","venue":"Patient Experience Journal","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Checklist; Medicine; Refining (metallurgy); Nursing; Operations management; Psychology; Engineering; Materials science","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":[0.1072161,0.001049149,0.001303124,0.00287351,0.004152052,0.006343257,0.002458749,0.001471533,0.001591326],"category_scores_gemma":[0.1194108,0.00107461,0.001435674,0.003584073,0.003607084,0.006566106,0.00608893,0.001837545,0.0003452096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004922695,"about_ca_system_score_gemma":0.01118656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004931144,"about_ca_topic_score_gemma":0.008881087,"domain_scores_codex":[0.9494249,0.036015,0.00493101,0.001829358,0.004375464,0.003424219],"domain_scores_gemma":[0.9000556,0.06847581,0.00848776,0.005535597,0.01580735,0.001637898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002887565,0.001756703,0.143062,0.001799047,0.0001632712,0.0005284259,0.7663981,0.0002098274,0.0008111734,0.001167875,0.00072395,0.08309102],"study_design_scores_gemma":[0.00008867863,0.001660045,0.1246272,0.002328099,0.0002961313,0.000343437,0.8613657,0.0008365932,0.001561885,0.000520838,0.006257439,0.0001140453],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922477,0.0005076619,0.003181808,0.0003597706,0.00002516242,0.001643221,0.0001141559,0.00001172983,0.001908622],"genre_scores_gemma":[0.9831558,0.001143152,0.0114401,0.000468298,0.00001931115,0.003057402,0.000169894,0.0000365979,0.0005095175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1072161,"threshold_uncertainty_score":0.5670198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07779587623322694,"score_gpt":0.534815521060376,"score_spread":0.4570196448271491,"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."}}