{"id":"W2971319704","doi":"10.7554/elife.46202","title":"Seasonal variation and etiologic inferences of childhood pneumonia and diarrhea mortality in India","year":2019,"lang":"en","type":"article","venue":"eLife","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto; Centre for Global Health Research; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Fogarty International Center; National Institutes of Health; Bill and Melinda Gates Foundation","keywords":"Etiology; Diarrhea; Medicine; Pneumonia; Streptococcus pneumoniae; Bloody diarrhea; Mortality rate; Rotavirus; Haemophilus influenzae; Pediatrics; Internal medicine; Biology; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0009708349,0.0001847527,0.0001745938,0.001854157,0.0002515209,0.0004970045,0.000416824,0.00016226,0.0005708546],"category_scores_gemma":[0.002939556,0.0002578635,0.000562426,0.001567497,0.0002837827,0.0002990419,0.0005934699,0.0003630373,0.0001220833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004645441,"about_ca_system_score_gemma":0.0004853621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0213291,"about_ca_topic_score_gemma":0.02402883,"domain_scores_codex":[0.9993244,0.000233024,0.00008405793,0.0001177872,0.00009723265,0.0001434564],"domain_scores_gemma":[0.9984344,0.0003672367,0.0006348664,0.0002686149,0.0001706373,0.000124278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003982077,0.000005897177,0.9971373,0.000009052722,0.00004957293,0.00003173324,0.0001123289,0.0001822995,0.0001467737,0.00005129959,0.0001263525,0.002107497],"study_design_scores_gemma":[7.738687e-7,0.000009139005,0.9992828,0.000004663546,0.00001953803,0.00008103681,0.0001849412,0.000221999,0.00004610307,0.00003554594,0.0001112221,0.000002075828],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970631,0.0005274231,0.0002982189,0.0001331967,0.00001301578,0.00000651044,0.0008878969,0.00001968658,0.00105097],"genre_scores_gemma":[0.9991479,0.0001709825,0.0001123925,0.00001852522,0.00001202243,0.000003537016,0.0004493319,0.000003831165,0.00008141518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0213291,"threshold_uncertainty_score":0.0424099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01703993285482674,"score_gpt":0.3035920375580297,"score_spread":0.286552104703203,"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."}}