{"id":"W4313402971","doi":"10.1101/2022.12.17.22283614","title":"Pediatric health system impact of an early respiratory viral season in Eastern Ontario, Canada: A descriptive analysis","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Stroke Network; Agricultural Research Institute of Ontario; Ottawa Allergy Research Corporation; University of Ottawa","funders":"","keywords":"Medicine; Pediatrics; Respiratory system; Pandemic; Retrospective cohort study; Cohort; Respiratory infection; Coronavirus disease 2019 (COVID-19); Demography; Disease; Internal medicine; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0004889197,0.0003387425,0.0004080466,0.001908862,0.001753606,0.001411962,0.001175556,0.0003114886,0.00205706],"category_scores_gemma":[0.001962459,0.000312552,0.00073055,0.00618457,0.0006074283,0.0004339381,0.0009687238,0.0004462807,0.0001680836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02837628,"about_ca_system_score_gemma":0.03511778,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9904288,"about_ca_topic_score_gemma":0.9937797,"domain_scores_codex":[0.9989566,0.00004633093,0.0001096672,0.0001324556,0.0003795451,0.0003754765],"domain_scores_gemma":[0.9968495,0.0001561784,0.0010848,0.00009240536,0.001233067,0.0005841067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002467481,0.000009194602,0.9982747,0.00002921503,0.0000298027,0.00004643456,0.0002915824,0.00005627115,0.00005201025,0.00002475365,0.0003786898,0.0007827263],"study_design_scores_gemma":[0.000001587948,0.00001204152,0.9987274,0.00001471714,0.0000127215,0.00002942947,0.0007722605,0.00008070187,0.00001716712,0.000003858588,0.0003246877,0.000003607558],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820014,0.0005534395,0.00007776178,0.0001486634,0.000005871852,0.00008887968,0.01472603,0.0000148844,0.002383215],"genre_scores_gemma":[0.9953117,0.0004072096,0.0001052437,0.00005389311,0.000005781227,0.00004063377,0.003494364,0.00000521484,0.000575817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02837628,"threshold_uncertainty_score":0.2058853,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06135535999630079,"score_gpt":0.3610871784695828,"score_spread":0.299731818473282,"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."}}