{"id":"W2080689547","doi":"10.1086/593969","title":"Study of Cerebrospinal Fluid Shunt–Associated Infections in the First Year Following Placement, by the Canadian Nosocomial Infection Surveillance Program","year":2009,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Health Sciences Centre; Izaak Walton Killam Health Centre; Montreal Children's Hospital; Public Health Agency of Canada; Hospital for Sick Children; SickKids Foundation; Dalhousie University","funders":"University of Chicago","keywords":"Medicine; Cerebrospinal fluid; Confidence interval; Shunt (medical); Intracranial infection; Antimicrobial; Infection rate; Surgery; Pediatrics; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001446272,0.0003570101,0.0003621695,0.001645647,0.001489483,0.0007961198,0.001132412,0.0005425603,0.0008572805],"category_scores_gemma":[0.00418337,0.0004548526,0.0005858765,0.002433684,0.000369744,0.0004247334,0.0006056905,0.001057603,0.0001314572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006826761,"about_ca_system_score_gemma":0.01029867,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9161703,"about_ca_topic_score_gemma":0.9428444,"domain_scores_codex":[0.9986804,0.0001574955,0.00007758268,0.0001404596,0.0006351385,0.0003088836],"domain_scores_gemma":[0.9973301,0.0001400705,0.0008705077,0.00007392657,0.0009809972,0.0006045037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002687009,0.00002718172,0.9980786,0.00001525412,0.00003434119,0.00002933078,0.0001123081,0.00002131939,0.00004474606,0.00001222193,0.0003880373,0.001209814],"study_design_scores_gemma":[0.000002176007,0.00002270351,0.9995713,0.00000983992,0.000006667458,0.00004086308,0.0001010684,0.00006132269,0.00001746239,0.000002562069,0.0001614476,0.000002541333],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933659,0.0008944932,0.0001290527,0.0002411197,0.00001983986,0.00006778929,0.004279757,0.000008477358,0.0009933676],"genre_scores_gemma":[0.9961922,0.0007386942,0.0001913954,0.0001109071,0.00001442013,0.00002780168,0.002291729,0.000003158078,0.0004296609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9161703,"threshold_uncertainty_score":0.1686468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02226468664072433,"score_gpt":0.3021372931095649,"score_spread":0.2798726064688405,"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."}}