{"id":"W2019125880","doi":"10.1016/j.athoracsur.2014.12.075","title":"The Importance of Continued Quality Improvement Efforts in Monitoring Hospital-Acquired Infection Rates: A Cardiac Surgery Experience","year":2015,"lang":"en","type":"article","venue":"The Annals of Thoracic Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Dalhousie Medical Research Foundation","keywords":"Medicine; Incidence (geometry); Sepsis; Pneumonia; Logistic regression; Urinary system; Hospital-acquired infection; Surgery; Epidemiology; Internal medicine; Emergency medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00958549,0.0001769821,0.0007439699,0.000145825,0.00008364301,0.00002212846,0.00008946077,0.00009373918,0.00003031807],"category_scores_gemma":[0.00337263,0.0001144239,0.0005089911,0.000679305,0.0002128897,0.0002337676,0.00007142762,0.0001275869,0.000003743394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006577718,"about_ca_system_score_gemma":0.0001452792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007779528,"about_ca_topic_score_gemma":0.0000182467,"domain_scores_codex":[0.99704,0.0006006718,0.001193523,0.0002440892,0.000583225,0.0003385357],"domain_scores_gemma":[0.9953966,0.002479669,0.0008816268,0.0006069734,0.0005118424,0.000123268],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006679745,0.0001809057,0.9340416,0.0000952173,0.00008218719,0.000005787042,0.0004969272,0.000007503938,0.002724053,0.00001180325,0.000360788,0.06132523],"study_design_scores_gemma":[0.0001008438,0.00008741365,0.771986,0.0004307479,0.0000308238,0.000003659966,0.0006459233,0.00001481195,0.2248479,0.0003485158,0.001352531,0.0001508743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953328,0.001672533,0.00003004839,0.0007319024,0.001539658,0.0005109477,0.000004401876,0.00004365986,0.0001340297],"genre_scores_gemma":[0.998624,0.0008884562,0.000005717215,0.00005525213,0.0001673828,0.0001390064,0.000009569907,0.00001762852,0.00009304576],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2221238,"threshold_uncertainty_score":0.4666073,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1461384744988824,"score_gpt":0.4344588591241024,"score_spread":0.28832038462522,"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."}}