{"id":"W4286634280","doi":"10.2196/preprints.40792","title":"The Changing Landscape of Respiratory Viruses Contributing to Hospitalizations in Quebec, Canada: Results From an Active Hospital-Based Surveillance Study (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pandemic; Respiratory system; Pandemic influenza; Virology; Etiology; Coronavirus disease 2019 (COVID-19); Virus; Pediatrics; Internal medicine; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007555097,0.0004738733,0.0003550593,0.001013502,0.001999227,0.001161923,0.001413601,0.0006352503,0.002381339],"category_scores_gemma":[0.00165505,0.0002995832,0.000589268,0.003949361,0.0005308016,0.0005118028,0.0006758996,0.0005653387,0.0002966521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02613196,"about_ca_system_score_gemma":0.02318332,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9966633,"about_ca_topic_score_gemma":0.9974778,"domain_scores_codex":[0.9993085,0.00006396146,0.00006281208,0.0001558396,0.0001661154,0.0002428478],"domain_scores_gemma":[0.997669,0.0001264758,0.0004519588,0.00006991817,0.001138069,0.0005445957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007083298,0.00003009896,0.993491,0.00004975037,0.00005745175,0.00006108182,0.0004926363,0.00008610008,0.0002190309,0.00003491215,0.002017187,0.003389793],"study_design_scores_gemma":[0.000006518776,0.00001834522,0.9985055,0.00002634169,0.00002123499,0.00002612167,0.000672845,0.0001537245,0.00003607528,0.00000441812,0.0005230783,0.000005916216],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760252,0.0009028681,0.0002138917,0.0005131691,0.00002272587,0.0001024129,0.0200793,0.00002276569,0.002117763],"genre_scores_gemma":[0.9913864,0.0005261053,0.0003170941,0.0003109797,0.00001430924,0.00004760136,0.006180463,0.00000926703,0.001207795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02613196,"threshold_uncertainty_score":0.1896015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03380709165548434,"score_gpt":0.3502116983329546,"score_spread":0.3164046066774702,"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."}}