{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002022467,0.0005230792,0.0005054224,0.001746577,0.001695736,0.001594106,0.001424999,0.0008535596,0.001691869],"category_scores_gemma":[0.00830791,0.0004280903,0.001157692,0.00371763,0.0009461819,0.0009378046,0.001753022,0.001107903,0.0001095727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02297528,"about_ca_system_score_gemma":0.02832059,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9791446,"about_ca_topic_score_gemma":0.9863884,"domain_scores_codex":[0.9959632,0.0003900241,0.0003364785,0.0005270928,0.00111771,0.001665537],"domain_scores_gemma":[0.9950654,0.000365864,0.002005427,0.0001265217,0.001266004,0.001170801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003470753,0.00005687503,0.9937372,0.00005484866,0.00007793767,0.00005318015,0.0007321225,0.0001358578,0.0001291723,0.00007064502,0.0005261922,0.004078887],"study_design_scores_gemma":[0.000007817238,0.00008799545,0.9980935,0.00004288977,0.00002608399,0.00004919771,0.00114298,0.0002304543,0.00004262343,0.00001292856,0.0002491898,0.00001444752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962346,0.000883069,0.0001037606,0.0002580012,0.00002043644,0.00004183495,0.001243436,0.000006481035,0.001208432],"genre_scores_gemma":[0.998468,0.0003202385,0.0001511652,0.0001092361,0.000008915301,0.00001444122,0.0006984362,0.000003265792,0.0002263266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02297528,"threshold_uncertainty_score":0.1666981,"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."}}