{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001507369,0.0002396445,0.000308989,0.00008900759,0.0005060766,0.0001203839,0.0001216327,0.00009756437,0.00004653758],"category_scores_gemma":[0.0004478822,0.0001680301,0.0003279751,0.0006106623,0.0001579435,0.0002732611,0.0001259052,0.0002803393,0.0000100415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005619512,"about_ca_system_score_gemma":0.0001985718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000116706,"about_ca_topic_score_gemma":0.00001615771,"domain_scores_codex":[0.998346,0.0001487694,0.0005547123,0.0002577649,0.0003615058,0.0003312151],"domain_scores_gemma":[0.9988033,0.0001477825,0.0005616449,0.0001729024,0.0001382163,0.0001761816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004377585,0.0005888385,0.9793857,0.00003262052,0.00002003289,0.000004610413,0.0009846158,0.00001277822,0.01480149,0.00002730634,0.0009373482,0.003160904],"study_design_scores_gemma":[0.005874399,0.008360918,0.9618341,0.0001382974,0.0009814532,0.003311598,0.0002147006,0.001533831,0.01107741,0.0009507716,0.004701166,0.001021388],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979153,0.0002645725,0.00006837464,0.00009991211,0.001252294,0.0002276688,0.0000338892,0.00003491321,0.0001030884],"genre_scores_gemma":[0.9953123,0.002814746,0.00001097802,0.00045272,0.001350101,0.000006552662,8.341965e-7,0.00002542556,0.00002639315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01755161,"threshold_uncertainty_score":0.6852068,"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."}}