{"id":"W4385654594","doi":"10.1101/2023.08.04.23293392","title":"Influenza hospitalization burden by subtype, age, comorbidity and vaccination status: 2012/13 to 2018/19 seasons, Quebec, Canada","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre hospitalier de l'Université Laval; BC Centre for Disease Control; Institut universitaire de cardiologie et de pneumologie de Québec; Université de Sherbrooke; Université de Montréal; Université Laval; Institut National de Santé Publique du Québec","funders":"Ministère de la Santé; Ministère de la Santé et des Services sociaux; Institut National de Santé Publique du Québec; Université Laval","keywords":"Medicine; Comorbidity; Vaccination; Incidence (geometry); Context (archaeology); Pediatrics; Demography; Young adult; Internal medicine; Immunology","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":[0.0006765962,0.0006703809,0.0005658759,0.001447189,0.002170178,0.00124901,0.001657371,0.0005011605,0.003416151],"category_scores_gemma":[0.001576896,0.0003262706,0.0009313533,0.003792115,0.000525033,0.0004400021,0.00069637,0.0007425019,0.0002939779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04021509,"about_ca_system_score_gemma":0.03546812,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9982226,"about_ca_topic_score_gemma":0.9985863,"domain_scores_codex":[0.9990703,0.00007497633,0.00007774372,0.0002381748,0.0002293534,0.0003093973],"domain_scores_gemma":[0.9969351,0.00009764188,0.000483298,0.00008452997,0.001621384,0.0007780047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009792734,0.00002264485,0.9895412,0.00006279075,0.0001692709,0.0000414654,0.000119302,0.0003515153,0.0001683841,0.00006488318,0.005606343,0.003754316],"study_design_scores_gemma":[0.0000131102,0.00001578621,0.997725,0.0000497471,0.00005035195,0.00003265004,0.0002318662,0.000675104,0.00005293184,0.00001416013,0.001129158,0.00001011418],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8660791,0.004965009,0.0007425553,0.001465024,0.00008886982,0.0001805122,0.1211243,0.0001432156,0.00521133],"genre_scores_gemma":[0.9813461,0.0009842172,0.0004879266,0.0002372169,0.00002143421,0.00004512613,0.01515006,0.00001667651,0.001711272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04021509,"threshold_uncertainty_score":0.2917823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06716559548274106,"score_gpt":0.3575030532012535,"score_spread":0.2903374577185124,"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."}}