{"id":"W3186073398","doi":"10.1097/pec.0000000000002442","title":"Seasonal Trends in Pediatric Respiratory Illnesses","year":2021,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Respiratory viral infections research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Intensive care medicine; Respiratory system; Respiratory disease; Pediatrics; Emergency medicine; Internal medicine; Lung","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":[0.0009291096,0.0002101348,0.0002923289,0.004683085,0.0003204033,0.0009044437,0.0004090146,0.0001846074,0.002493737],"category_scores_gemma":[0.00586573,0.000126967,0.0004641538,0.007857788,0.0002532385,0.0007031384,0.0006973493,0.0003499005,0.0003640325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001667909,"about_ca_system_score_gemma":0.001507835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1728062,"about_ca_topic_score_gemma":0.2183656,"domain_scores_codex":[0.9987116,0.0001395384,0.0002333161,0.0003010542,0.0004315483,0.0001828571],"domain_scores_gemma":[0.994936,0.0009166097,0.00240307,0.0001795945,0.001282491,0.0002822259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009566902,0.0000138574,0.9744083,0.0006337853,0.0001100249,0.00009650768,0.0009428408,0.0003577793,0.0003319096,0.0004079477,0.006361027,0.01624032],"study_design_scores_gemma":[0.000002443327,0.00001873096,0.993601,0.00009511434,0.00002460662,0.0001443022,0.0006473431,0.0003652619,0.000125057,0.00006091818,0.004908894,0.000006310338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8269842,0.007955149,0.00160432,0.000964475,0.0001165864,0.0002439547,0.1464403,0.0002795701,0.01541136],"genre_scores_gemma":[0.9555635,0.003039282,0.001649466,0.0001962084,0.0001192589,0.0001605198,0.03808102,0.00004721592,0.001143568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1728062,"threshold_uncertainty_score":0.3436007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04322531366842172,"score_gpt":0.3677668984793825,"score_spread":0.3245415848109607,"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."}}