{"id":"W2087489408","doi":"10.1016/j.jvs.2014.08.036","title":"Impact and Culture Change Following the Implementation of a Preprocedural Checklist in Interventional Radiology Department","year":2014,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; University of Toronto","funders":"","keywords":"Checklist; Medicine; Audit; Likert scale; Psychological intervention; Interventional radiology; Perioperative; Medical emergency; Nursing; Radiology","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":[0.007185776,0.0003066495,0.0004158974,0.0009672348,0.003237532,0.002716666,0.001432883,0.001375937,0.002268238],"category_scores_gemma":[0.07260395,0.0003495752,0.0006447631,0.0008688254,0.001104214,0.001471728,0.00277359,0.003981988,0.0002501204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00535642,"about_ca_system_score_gemma":0.01484441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0273021,"about_ca_topic_score_gemma":0.04365076,"domain_scores_codex":[0.9910484,0.003228565,0.0009765096,0.000406033,0.002168453,0.002171932],"domain_scores_gemma":[0.9427237,0.01247644,0.01556395,0.001633895,0.01329252,0.01430957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007933016,0.007399208,0.8439391,0.0003338038,0.0002174681,0.001337945,0.046987,0.0004849533,0.001265225,0.0004996982,0.005282439,0.09145979],"study_design_scores_gemma":[0.00004514016,0.002195003,0.9267605,0.0002403113,0.0000865796,0.0001787499,0.06655607,0.0004704747,0.0006969068,0.0002044113,0.002487377,0.00007841182],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945496,0.0001328142,0.0001471116,0.003382861,0.0001543049,0.0001070635,0.00006297791,0.00001255574,0.001450861],"genre_scores_gemma":[0.9981685,0.000128456,0.0003870664,0.0007204406,0.00005973543,0.00007561607,0.00005683748,0.000005408571,0.000397867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0273021,"threshold_uncertainty_score":0.05428636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01937565821703376,"score_gpt":0.3256042668921992,"score_spread":0.3062286086751655,"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."}}