{"id":"W2804865227","doi":"10.1093/jpids/piy035","title":"Patient and Treatment Characteristics by Infecting Organism in Cerebrospinal Fluid Shunt Infection","year":2018,"lang":"en","type":"article","venue":"Journal of the Pediatric Infectious Diseases Society","topic":"Cerebrospinal fluid and hydrocephalus","field":"Neuroscience","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"National Center for Advancing Translational Sciences; National Center for Research Resources; National Institute of Neurological Disorders and Stroke; KARL STORZ; Patient-Centered Outcomes Research Institute; Hydrocephalus Association; Innovative Research Group Project of the National Natural Science Foundation of China; Medtronic; Gerber Foundation","keywords":"Medicine; Cerebrospinal fluid; Shunt (medical); Organism; Pathogenic organism; Virology; Intensive care medicine; Microbiology; Computational biology; Internal medicine; Genetics; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00118207,0.0002299353,0.0005116077,0.001382688,0.0004559029,0.0004983841,0.0004265717,0.0005977568,0.001737029],"category_scores_gemma":[0.005873271,0.0002118835,0.0006754015,0.001598045,0.0004912409,0.0006878502,0.0005068007,0.0007196527,0.0001985911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006161838,"about_ca_system_score_gemma":0.0007221238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001752062,"about_ca_topic_score_gemma":0.002042097,"domain_scores_codex":[0.99847,0.0003219942,0.0003157846,0.0003200593,0.0003103384,0.0002618543],"domain_scores_gemma":[0.9913994,0.00204906,0.005049621,0.0002226168,0.0003744343,0.0009049241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005738683,0.0000133098,0.9993947,0.000005133128,0.00001309224,0.00004502738,0.00002620352,0.00002540759,0.0000368516,0.000004981623,0.000040791,0.0003371562],"study_design_scores_gemma":[0.000006665737,0.0001620258,0.9986634,0.000009147113,0.00001257226,0.0007615426,0.0001316764,0.00008667026,0.0000552191,0.00001481833,0.00009166128,0.000004592112],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989287,0.0003009822,0.00005860671,0.00004443156,0.00000476829,0.000008752279,0.000460308,0.000002784217,0.0001905426],"genre_scores_gemma":[0.9993212,0.00008777293,0.00007489988,0.00002475121,0.00001017057,0.00001670488,0.0004390438,0.000002645823,0.00002287504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001752062,"threshold_uncertainty_score":0.006251454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008313357640077606,"score_gpt":0.2335574837793139,"score_spread":0.2252441261392363,"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."}}