{"id":"W4401436216","doi":"10.1038/s41598-024-67931-9","title":"Predicting major clinical events among Canadian adults with laboratory-confirmed influenza infection using the influenza severity scale","year":2024,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; William Osler Health System; St. Boniface Hospital; North York General Hospital; McMaster University; Mount Sinai Hospital; Alberta Hospital Edmonton; University of British Columbia; Université de Sherbrooke; Toronto East General Hospital; Dalhousie University; Horizon Health Network; Health Sciences North; Moncton Hospital; Centres Intégré Universitaires de Santé et de Services Sociaux; University of Alberta Hospital; Ottawa Hospital; Centre hospitalier universitaire de Québec","funders":"Canadian Institutes of Health Research; GlaxoSmithKline; Canadian Immunization Research Network; Fondation de France; Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Sputum; Internal medicine; Triage; Vaccination; Emergency medicine; Intensive care medicine; Immunology; Tuberculosis; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001616698,0.00072363,0.0004452076,0.00120842,0.0008619016,0.0005973348,0.0009242446,0.0003298869,0.001107582],"category_scores_gemma":[0.005590572,0.0002430891,0.0006876437,0.001161341,0.0002566134,0.0002444653,0.0005698001,0.0006148281,0.0001556599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00790104,"about_ca_system_score_gemma":0.01590268,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9495113,"about_ca_topic_score_gemma":0.9598701,"domain_scores_codex":[0.9992557,0.0001174457,0.00006115251,0.00008973727,0.0003352214,0.0001407393],"domain_scores_gemma":[0.9981114,0.0002487984,0.0003316719,0.00005959721,0.0009202655,0.0003282555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001314803,0.00004485219,0.9894921,0.00003381113,0.00008486834,0.0000240577,0.00007482059,0.0005597063,0.00009054181,0.00007215002,0.001282058,0.008109524],"study_design_scores_gemma":[0.0000312087,0.00006757234,0.992879,0.00002371908,0.00005701688,0.0000405365,0.0001210737,0.005927306,0.0001115463,0.00006573138,0.0006599293,0.00001533241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913092,0.000840483,0.0007553206,0.0005107313,0.00002874893,0.0001396124,0.003966414,0.00004358996,0.002406023],"genre_scores_gemma":[0.9956043,0.0003489645,0.001481356,0.000078807,0.00001718158,0.000034015,0.002138816,0.000002928915,0.0002935915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05048865,"threshold_uncertainty_score":0.1015719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05697309540586479,"score_gpt":0.3854326466557079,"score_spread":0.3284595512498432,"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."}}