{"id":"W4283015232","doi":"10.1017/ice.2022.119","title":"Cerebrospinal fluid shunt–associated surgical site infection with three-month versus twelve-month surveillance periods in Canadian hospitals","year":2022,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Stollery Children's Hospital; Montreal Children's Hospital; University of Manitoba; Manitoba Health; Public Health Agency of Canada; Nova Scotia Health Authority; Dalhousie University; Children's Hospital of Eastern Ontario; University of Calgary; Alberta Health Services","funders":"IWK Health Centre; Hospital for Sick Children; University of Alberta; Public Health Agency; Public Health Agency of Canada; McMaster University","keywords":"Medicine; Cerebrospinal fluid; Surgical site infection; Shunt (medical); Surgery; Emergency medicine; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002015899,0.0004660134,0.001013703,0.00041647,0.001121602,0.00006921506,0.0001796832,0.0002575693,0.0003027231],"category_scores_gemma":[0.001728255,0.0004391557,0.0002003778,0.000797766,0.0003818224,0.0003490404,0.0001215794,0.0008800376,0.00003400906],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009055696,"about_ca_system_score_gemma":0.0002987704,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.436407,"about_ca_topic_score_gemma":0.60003,"domain_scores_codex":[0.9952326,0.001289809,0.0007670789,0.001105469,0.0002987973,0.001306281],"domain_scores_gemma":[0.9975166,0.001233811,0.0003420968,0.0003039844,0.00009496158,0.0005085027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001122947,0.0001888084,0.9904543,0.00001270752,0.00004058686,0.0001175362,0.000110854,0.003087541,0.0003639012,0.002642867,0.0001852302,0.001672729],"study_design_scores_gemma":[0.007192857,0.006255696,0.9558153,0.00001598677,0.00003205738,0.0001421606,0.0000140926,0.0129645,0.00002381715,0.0004301298,0.01652052,0.000592899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921252,0.0005601957,0.0001279162,0.002838294,0.001534466,0.0007872932,0.0001766582,0.0001767525,0.001673233],"genre_scores_gemma":[0.9980497,0.0002966,0.000009615691,0.0009036389,0.0002397141,0.0003057874,0.00005666741,0.00004506178,0.00009320078],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.163623,"threshold_uncertainty_score":0.999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01674040570704112,"score_gpt":0.2711909813879805,"score_spread":0.2544505756809394,"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."}}