{"id":"W3082141561","doi":"10.1371/journal.pone.0238056","title":"Predictive value of repeated cerebrospinal fluid parameters in the outcomes of bacterial meningitis in infants <90 days of age","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Bacterial Infections and Vaccines","field":"Immunology and Microbiology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Western University; Montreal Children's Hospital; McGill University; University of Ottawa; Hospital for Sick Children; Université de Montréal; University of Alberta; SickKids Foundation; University of British Columbia; Centre Hospitalier Universitaire Sainte-Justine; McMaster University","funders":"BC Children's Hospital","keywords":"Medicine; Meningitis; Lumbar puncture; Cerebrospinal fluid; Cohort; Bacterial meningitis; Retrospective cohort study; White blood cell; Cohort study; Pediatrics; Emergency department; 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":[0.001000437,0.0003493077,0.0002934416,0.0007442995,0.0003555574,0.0007257648,0.0004222858,0.0005087871,0.001229401],"category_scores_gemma":[0.006813051,0.0002241078,0.0004863344,0.0006447251,0.0003584298,0.0004432666,0.0005928958,0.001045004,0.0001991525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004885172,"about_ca_system_score_gemma":0.0006387919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00603609,"about_ca_topic_score_gemma":0.004948408,"domain_scores_codex":[0.9993398,0.0001056437,0.0001163217,0.0001203153,0.0001882897,0.0001295974],"domain_scores_gemma":[0.9942197,0.0009228475,0.003370718,0.0001978735,0.0005855513,0.0007033535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000231229,0.000004696189,0.9995056,0.000002755187,0.000007466111,0.0000630877,0.00001346751,0.00001743246,0.00003979976,0.000001940523,0.00002443658,0.0002960866],"study_design_scores_gemma":[0.000001261549,0.00004644575,0.9991915,0.000009485425,0.00001218185,0.0004153428,0.00007194214,0.0001339487,0.00006749701,0.000005947064,0.00004226285,0.000002136598],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990307,0.0003141265,0.00006364284,0.00005506074,0.000008859292,0.000005270802,0.0002388778,0.000004796933,0.0002786438],"genre_scores_gemma":[0.9995738,0.0001007681,0.00007621387,0.00001216334,0.000007822295,0.000005683242,0.0001914351,0.000001806936,0.00003021934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00603609,"threshold_uncertainty_score":0.01200193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03528616954025098,"score_gpt":0.2351350205627233,"score_spread":0.1998488510224723,"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."}}