{"id":"W4410729323","doi":"10.1002/jmv.70399","title":"Viral Interference and Coinfections: A Perspective From Hospital Surveillance of Respiratory Viruses","year":2025,"lang":"en","type":"article","venue":"Journal of Medical Virology","topic":"Respiratory viral infections research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Institut National de Santé Publique du Québec; Centre hospitalier universitaire de Québec","funders":"Canadian Institutes of Health Research","keywords":"Coinfection; Virology; Epidemiology; Population; Transmission (telecommunications); Virus; Medicine; Viral Interference; Biology; Immunology; Environmental health; Internal medicine; Viral replication","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":[0.009650377,0.000716058,0.001751891,0.003237332,0.0009125228,0.004003815,0.001459757,0.001818752,0.002238869],"category_scores_gemma":[0.02905662,0.0004070125,0.001200143,0.003091437,0.003238542,0.00276536,0.001726172,0.00185514,0.0001456692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004850407,"about_ca_system_score_gemma":0.00468915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1832809,"about_ca_topic_score_gemma":0.1551192,"domain_scores_codex":[0.9907369,0.006778361,0.0003847799,0.0006643007,0.0007184872,0.000717259],"domain_scores_gemma":[0.9749693,0.01743367,0.00265688,0.0009379639,0.0028094,0.001192669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001909718,0.0001059963,0.919988,0.0004791494,0.0007158361,0.0008974996,0.001940468,0.003785964,0.0005116854,0.01957051,0.003526849,0.04828703],"study_design_scores_gemma":[0.00004401865,0.0009866728,0.8972983,0.001565705,0.0006121992,0.003003448,0.01433379,0.02660355,0.0006368996,0.03180479,0.02292448,0.0001861102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6389663,0.1949978,0.03888275,0.09671013,0.0008553057,0.0001674683,0.002614409,0.00009993745,0.02670592],"genre_scores_gemma":[0.9758232,0.0150456,0.003652682,0.003716909,0.0008134189,0.00003217628,0.0003315546,0.00001475165,0.0005697348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1832809,"threshold_uncertainty_score":0.3644282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03225340068742848,"score_gpt":0.3977303662692328,"score_spread":0.3654769655818043,"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."}}