{"id":"W2971630044","doi":"10.1371/journal.pone.0221479","title":"Burden of influenza-associated respiratory hospitalizations in the Americas, 2010–2015","year":2019,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada","funders":"Centers for Disease Control and Prevention; World Health Organization","keywords":"Medicine; Confidence interval; Demography; Population; Vaccination; Census; Influenza vaccine; Environmental health; Pediatrics; Internal medicine; Immunology","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":[0.0005269428,0.000108992,0.0003798748,0.0001790173,0.00004521306,0.00001007127,0.0001880752,0.00007109783,0.0001679417],"category_scores_gemma":[0.001725832,0.00007819229,0.00005266212,0.0006421566,0.0001493075,0.00007988042,0.00008350272,0.000270975,0.0002660886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009951636,"about_ca_system_score_gemma":0.0001223155,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003211112,"about_ca_topic_score_gemma":0.00002916946,"domain_scores_codex":[0.9983048,0.0001433109,0.0003276527,0.00016856,0.0007803273,0.0002753614],"domain_scores_gemma":[0.9987713,0.0002182723,0.0001226906,0.0004598238,0.0003789242,0.00004899162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001960881,0.002816575,0.9168365,0.0003531908,0.0009348191,0.00002079103,0.007830763,0.00005215456,0.06082563,0.0003322185,0.009642219,0.0001590699],"study_design_scores_gemma":[0.004831851,0.001502506,0.9702654,0.001052295,0.0003347546,8.493328e-7,0.003142928,0.0004096677,0.008366652,0.000173124,0.009605971,0.0003140277],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905682,0.001295959,0.000001003289,0.001280781,0.00001934769,0.0008749276,0.00002236218,0.00003191166,0.005905518],"genre_scores_gemma":[0.9965394,0.0001238869,0.0001255109,0.001958699,0.00006668182,0.00007685183,0.00001010611,0.0000226588,0.001076234],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0534289,"threshold_uncertainty_score":0.3420119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1336031934890269,"score_gpt":0.3648033940943072,"score_spread":0.2312002006052803,"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."}}