{"id":"W3205554718","doi":"10.1136/bmjoq-2021-001583","title":"Comparison of strategies for adherence to venous thromboembolism prophylaxis in high-risk surgical patients: a before and after intervention study","year":2021,"lang":"en","type":"article","venue":"BMJ Open Quality","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Venous thromboembolism; Intervention (counseling); Intensive care medicine; Internal medicine; Nursing; Thrombosis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001246198,0.0001613972,0.001178585,0.00007194072,0.00005298642,0.00009829254,0.0001527425,0.00006862215,0.0000972145],"category_scores_gemma":[0.0002580377,0.0001387925,0.00009023687,0.0002237811,0.00004537276,0.0001792557,0.0004443592,0.0001294821,0.000004576976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006134697,"about_ca_system_score_gemma":0.0001018554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005774574,"about_ca_topic_score_gemma":0.0149692,"domain_scores_codex":[0.9977821,0.000372051,0.0008653976,0.00045094,0.0003087842,0.000220691],"domain_scores_gemma":[0.9988297,0.00008850779,0.0002988658,0.0004171195,0.0002691147,0.00009671906],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00108911,0.01915785,0.8764219,0.0009515993,0.000192585,0.00003350839,0.01262083,0.00001085444,0.00001001461,0.002021585,0.000176887,0.08731331],"study_design_scores_gemma":[0.00485131,0.01030142,0.9671981,0.0003704305,0.0001333574,9.184493e-7,0.01543428,0.00001394119,0.0001022715,0.001250824,0.0001801747,0.000162985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915314,0.00007397286,0.000105971,0.000138398,0.000137634,0.007732456,0.00007334477,0.00001160837,0.000195182],"genre_scores_gemma":[0.9973552,0.000007173182,0.0006750051,0.00006646637,0.00003728373,0.001740623,0.00005330003,0.00001523097,0.00004975414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09077622,"threshold_uncertainty_score":0.8729467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07175639487261712,"score_gpt":0.453821187430422,"score_spread":0.3820647925578049,"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."}}