{"id":"W3039848832","doi":"10.1186/s12879-020-05167-4","title":"Complicated hospitalization due to influenza: results from the Global Hospital Influenza Network for the 2017–2018 season","year":2020,"lang":"en","type":"article","venue":"BMC Infectious Diseases","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Izaak Walton Killam Health Centre; Dalhousie University","funders":"Institut Pasteur de Tunis; Ministry of Health of the Russian Federation; National Institutes of Health; Universidad Nacional Mayor de San Marcos; Uniwersytet Warszawski; Universitatea de Medicină şi Farmacie \"Carol Davila\" Bucureşti; Warszawski Uniwersytet Medyczny; Fudan University","keywords":"Medicine; Medical microbiology; Internal medicine; Logistic regression; Epidemiology; Diabetes mellitus; Intensive care unit; Tropical medicine; Mechanical ventilation; Emergency medicine; Virus; Immunology; Pathology","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":[0.0009355628,0.0003695421,0.0003990286,0.001358014,0.000295497,0.0004123946,0.000357351,0.0003096971,0.000933011],"category_scores_gemma":[0.001730358,0.0001636041,0.0007308592,0.00150839,0.0002278599,0.0006089166,0.0009542175,0.0002734869,0.0002342015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004420236,"about_ca_system_score_gemma":0.0004226229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01174951,"about_ca_topic_score_gemma":0.01566468,"domain_scores_codex":[0.9993843,0.0001418968,0.000110356,0.00009894134,0.0001462554,0.0001182622],"domain_scores_gemma":[0.9979935,0.000206225,0.001010327,0.00009398304,0.0003380865,0.0003579521],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006799656,0.000005628371,0.9990981,0.00001081822,0.00003385981,0.00002427088,0.00003815116,0.00002752851,0.00005191503,0.000003808753,0.0002275861,0.0004104423],"study_design_scores_gemma":[0.000003768209,0.00002959593,0.9993974,0.0000070562,0.00001525903,0.00007929124,0.0001640407,0.00009761679,0.00002480438,0.000004213285,0.0001748075,0.000002118873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917897,0.0004231308,0.00007901303,0.00005025253,0.00001412488,0.00002964795,0.006966315,0.00000963213,0.000638237],"genre_scores_gemma":[0.9910794,0.0002362977,0.0001262519,0.00005332071,0.00001998345,0.0000474246,0.008315796,0.000006835043,0.0001147661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01174951,"threshold_uncertainty_score":0.02336222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07675583195903592,"score_gpt":0.3569259997200283,"score_spread":0.2801701677609924,"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."}}