{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002558155,0.0004079552,0.0005107584,0.00002916472,0.001000061,0.0002081522,0.00045116,0.0001229216,0.00003158649],"category_scores_gemma":[0.00801685,0.0002521061,0.0003247394,0.0009751456,0.0003047657,0.0001761565,0.0003889957,0.0002277867,0.0002774155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003037399,"about_ca_system_score_gemma":0.0003428824,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007442593,"about_ca_topic_score_gemma":0.0003886302,"domain_scores_codex":[0.9971571,0.0001697898,0.0005803928,0.0006969933,0.0006589459,0.000736758],"domain_scores_gemma":[0.9961771,0.001553746,0.0002315791,0.0008345495,0.0006684104,0.0005346409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003369225,0.0002402199,0.7304093,0.00008431878,0.0005840246,0.00001357029,0.0008224674,0.007624085,0.00001089643,0.000615115,0.2551915,0.001035365],"study_design_scores_gemma":[0.004954934,0.0009923325,0.8570836,0.000118506,0.00052398,0.000004708302,0.0002532214,0.002499418,0.00001707324,0.0006699693,0.1325512,0.0003311123],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.93446,0.01144107,0.01277636,0.01610364,0.001124281,0.0112747,0.009957779,0.001237843,0.001624335],"genre_scores_gemma":[0.9612435,0.0000974888,0.0003322174,0.03396967,0.002992983,0.0009601855,0.0003160848,0.0000678756,0.00001999596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1266743,"threshold_uncertainty_score":0.9999931,"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."}}