{"id":"W2094924948","doi":"10.1186/1748-5908-7-52","title":"Anesthesiologists’ and surgeons’ perceptions about routine pre-operative testing in low-risk patients: application of the Theoretical Domains Framework (TDF) to identify factors that influence physicians’ decisions to order pre-operative tests","year":2012,"lang":"en","type":"article","venue":"Implementation Science","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":238,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Ottawa Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Context (archaeology); Test (biology); Psychological intervention; Health administration; Anesthesiology; Perception; Pain medicine; Family medicine; Nursing; Public health; Psychiatry; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001251207,0.0002044134,0.0003963008,0.0002059167,0.0004301583,0.00008012284,0.000248166,0.00006489762,0.00004702374],"category_scores_gemma":[0.005669223,0.0001323944,0.00008088315,0.001970014,0.0007192026,0.0004852355,0.0001639926,0.0002014275,0.0000102415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000150476,"about_ca_system_score_gemma":0.0001306458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005079979,"about_ca_topic_score_gemma":0.0001332988,"domain_scores_codex":[0.9975305,0.0002710894,0.0005181164,0.0004546425,0.0007628116,0.0004628492],"domain_scores_gemma":[0.9958968,0.002723762,0.0001849408,0.0004198043,0.0005142498,0.0002604954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003949726,0.0001257692,0.9689358,0.000005736543,0.000006815423,3.728095e-7,0.01739793,0.00022197,0.00361695,0.003775618,0.000003069887,0.005870464],"study_design_scores_gemma":[0.0004290894,0.0001520454,0.9908966,0.0001375582,0.00003573562,0.000004150502,0.006133346,0.00008854215,0.001774351,0.0001494739,0.00004537983,0.0001536877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903818,0.00001163952,0.007193424,0.0004376835,0.00006466306,0.001776298,0.00003404847,0.00002253709,0.00007786002],"genre_scores_gemma":[0.9939559,0.00001086599,0.004901556,0.0008928171,0.00002047237,0.0001840202,0.00001240837,0.00001197735,0.000009983223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02196084,"threshold_uncertainty_score":0.6786999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0289920043037612,"score_gpt":0.422870566047327,"score_spread":0.3938785617435658,"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."}}