{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002628289,0.0002657959,0.0003823977,0.001227882,0.0001487602,0.00002063661,0.0001622093,0.0002147962,0.00639422],"category_scores_gemma":[0.0005732611,0.0002677228,0.000256626,0.005538368,0.00002828589,0.0001927415,0.0001421995,0.0006064709,0.0003048753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002698078,"about_ca_system_score_gemma":0.000862591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004799822,"about_ca_topic_score_gemma":0.0002277367,"domain_scores_codex":[0.9971138,0.0002146577,0.0006337773,0.0006456173,0.0007900809,0.0006020322],"domain_scores_gemma":[0.9981644,0.00005516679,0.00009225738,0.0005981164,0.0007706847,0.0003193826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003498271,0.0001995841,0.9573704,0.0004023554,0.00001365469,0.0004975549,0.0002367725,0.00002508188,0.0002286329,0.00006238412,0.03064611,0.01028251],"study_design_scores_gemma":[0.001184059,0.00024345,0.965589,0.000006294584,0.0001852117,0.00002582403,0.0004487837,0.00001378895,0.0006361809,0.00003198957,0.03127474,0.0003606658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9289215,0.04186377,0.00001101958,0.0002122906,0.001238489,0.0001818125,0.00003130007,0.0001151885,0.02742464],"genre_scores_gemma":[0.9885105,0.004955299,0.00008074291,0.0001711425,0.003242486,0.0001118559,0.00009278023,0.00006010344,0.002775077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05958902,"threshold_uncertainty_score":0.9999775,"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."}}