{"id":"W4383674832","doi":"10.1136/thorax-2022-219957","title":"Examining the effect of the COVID-19 pandemic on community virus prevalence and healthcare utilisation reveals that peaks in asthma, COPD and respiratory tract infection occur with the re-emergence of rhino/enterovirus","year":2023,"lang":"en","type":"article","venue":"Thorax","topic":"Respiratory viral infections research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact; McMaster University; St. Joseph’s Healthcare Hamilton","funders":"AstraZeneca Canada","keywords":"Medicine; COPD; Asthma; Poisson regression; Pandemic; Respiratory tract infections; Respiratory system; Rhinovirus; Incidence (geometry); Rate ratio; Population; Respiratory tract; Pediatrics; Internal medicine; Disease; Coronavirus disease 2019 (COVID-19); Environmental health; Infectious disease (medical specialty)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006340738,0.0001626935,0.0002904587,0.0001883317,0.0004303311,0.0000187944,0.0001870614,0.0001015446,0.00001594252],"category_scores_gemma":[0.001272359,0.00007966806,0.00003975093,0.000815303,0.0005688522,0.0001245905,0.0001425599,0.0009351969,0.000002552355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001073936,"about_ca_system_score_gemma":0.0001248607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002601955,"about_ca_topic_score_gemma":0.002474213,"domain_scores_codex":[0.994563,0.004215525,0.0003205637,0.000219591,0.0004662684,0.0002149912],"domain_scores_gemma":[0.9968537,0.002027233,0.0002529199,0.0007088758,0.00007395673,0.00008328272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006012103,0.00003627212,0.9788368,0.0009743897,0.00001804708,0.000002453033,0.001921833,0.00006310992,0.01223001,0.00001181311,0.0002508685,0.005053128],"study_design_scores_gemma":[0.000808574,0.002623601,0.9904432,0.0004042084,0.00003234541,0.00002038026,0.0007522708,0.0001121707,0.004364425,0.00002631411,0.0003452508,0.0000672584],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970831,0.0006540761,0.00001713608,0.0005419018,0.00005536572,0.001452937,0.00002062884,0.00004132187,0.0001335478],"genre_scores_gemma":[0.9987261,0.0004243295,0.000001970098,0.0006606799,0.00002288818,0.000103595,0.000002607651,0.00001643355,0.0000413432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01160634,"threshold_uncertainty_score":0.4063017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2167600108418352,"score_gpt":0.4296082316895862,"score_spread":0.212848220847751,"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."}}