{"id":"W3195817928","doi":"10.1097/inf.0000000000002766","title":"The Etiology of Childhood Pneumonia in The Gambia","year":2021,"lang":"en","type":"article","venue":"The Pediatric Infectious Disease Journal","topic":"Pneumonia and Respiratory Infections","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Centers for Disease Control and Prevention; Johns Hopkins University; Bill and Melinda Gates Foundation; International Centre for Diarrhoeal Disease Research, Bangladesh; National Research Foundation; University of Oxford; Medical Research Council; London School of Hygiene and Tropical Medicine; Johns Hopkins Bloomberg School of Public Health; Wellcome Trust; University of Otago; Pfizer; GlaxoSmithKline; Sanofi","keywords":"Medicine; Etiology; Streptococcus pneumoniae; Pneumonia; Sputum; Haemophilus influenzae; Bacterial pneumonia; Epidemiology; Pneumococcal conjugate vaccine; Incidence (geometry); Pediatrics; Internal medicine; Immunology; Tuberculosis; Pathology; Antibiotics; Microbiology; 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":[0.0003781824,0.0006051401,0.0003098784,0.001782789,0.0006076791,0.000640824,0.0003768608,0.0004148352,0.0007805118],"category_scores_gemma":[0.0008820372,0.0003354537,0.0001681967,0.001140347,0.0005178914,0.0002436074,0.0007005095,0.0004666683,0.00008856223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009631485,"about_ca_system_score_gemma":0.001376717,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05802477,"about_ca_topic_score_gemma":0.05563395,"domain_scores_codex":[0.9996835,0.0001170241,0.00001603016,0.00003364724,0.00005401673,0.0000957668],"domain_scores_gemma":[0.9997256,0.00003773174,0.0001369945,0.000007052873,0.00003566202,0.00005690232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008235123,0.00005613842,0.9878004,0.00009329872,0.00003583872,0.002434117,0.0007614482,0.0001311183,0.0006222232,0.0002092589,0.0004534498,0.007320385],"study_design_scores_gemma":[0.00001098524,0.00007365702,0.992826,0.0001840092,0.00003255206,0.003629778,0.001807725,0.0003832798,0.0001202589,0.0001759434,0.0007497821,0.000006052263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946042,0.003438459,0.0001164615,0.0002117914,0.000009916163,0.00003517101,0.0002231085,0.00001077628,0.001350082],"genre_scores_gemma":[0.9979267,0.001518263,0.0002530591,0.00004829534,0.000005747541,0.00001665226,0.000154079,0.000002246485,0.00007509762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05802477,"threshold_uncertainty_score":0.115374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007404760285106087,"score_gpt":0.255969790528537,"score_spread":0.2485650302434309,"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."}}