{"id":"W2002801487","doi":"10.1017/s0950268804002924","title":"Influenza and pneumonia hospitalizations in Ontario: a time-series analysis","year":2004,"lang":"en","type":"article","venue":"Epidemiology and Infection","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Toronto; Women's College Hospital; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"Canadian Institutes of Health Research","keywords":"Demography; Seasonality; Population; Pneumonia; Medicine; Seasonal influenza; Gerontology; Epidemiology; Biology; Internal medicine; Coronavirus disease 2019 (COVID-19); Ecology; Disease","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006866885,0.0001015554,0.0004198121,0.0003511081,0.0001419683,0.000005089073,0.00001329694,0.0001264553,0.0000671973],"category_scores_gemma":[0.00162779,0.0000855935,0.00005065422,0.0003709451,0.0002489501,0.0001625721,0.0000420812,0.0002391425,0.0000182464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001537108,"about_ca_system_score_gemma":0.00006460431,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05286955,"about_ca_topic_score_gemma":0.1065516,"domain_scores_codex":[0.9991103,0.0001222817,0.0002866396,0.0002207114,0.00004447398,0.0002156289],"domain_scores_gemma":[0.9995297,0.000174367,0.00005970801,0.0001080754,0.00005595488,0.00007221963],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006708677,0.0000362045,0.9963329,0.00001503453,0.0002369777,0.000003870559,0.0004672585,0.0007193468,0.0001461601,0.001681486,0.00003713825,0.0002564754],"study_design_scores_gemma":[0.0006449111,0.0003069896,0.9906291,0.00002279472,0.0001743766,0.00001853744,0.00001575094,0.00009700324,0.00002756369,0.003512766,0.004477864,0.00007236293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961662,0.0007699755,0.0004367106,0.0009216224,0.00002861212,0.0001826471,0.000001640284,0.00003405489,0.001458546],"genre_scores_gemma":[0.9959986,0.0008358462,0.0007846383,0.001923444,0.00002920845,0.00005332057,0.00001581986,0.000006956205,0.0003521714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05368205,"threshold_uncertainty_score":0.9534375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06586070804203464,"score_gpt":0.3778219806983981,"score_spread":0.3119612726563634,"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."}}