{"id":"W2491892591","doi":"10.1002/ppul.23541","title":"Misdiagnosis of asthma in schoolchildren","year":2016,"lang":"en","type":"article","venue":"Pediatric Pulmonology","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":108,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; Institute for Clinical Evaluative Sciences; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Asthma; Asymptomatic; Spirometry; Pediatrics; Methacholine; Cohort; Respiratory disease; Internal medicine; Lung","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008542803,0.0001003733,0.0002829804,0.0003364883,0.00001349383,0.000001337451,0.00009300731,0.0001300482,0.0003250799],"category_scores_gemma":[0.0002985664,0.00006397891,0.00008359013,0.0002774863,0.0000710396,0.00004865296,0.00004177176,0.00008509472,0.0001449772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003407913,"about_ca_system_score_gemma":0.0001512697,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002734947,"about_ca_topic_score_gemma":0.000007795759,"domain_scores_codex":[0.9990986,0.00005017557,0.0002869543,0.000215053,0.0001047964,0.000244429],"domain_scores_gemma":[0.9993874,0.0001284467,0.00008909851,0.0002303367,0.00004540513,0.0001192416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000129914,0.0002121035,0.9517993,0.00002739974,0.000007881116,0.0000701238,0.0000126405,4.11395e-7,0.0007480259,0.00006699849,0.001437081,0.04548811],"study_design_scores_gemma":[0.001369011,0.0002682589,0.9932967,0.0000185536,0.00003603286,0.00002952729,0.00001412756,0.000001566145,0.0005326242,0.0001469318,0.004207265,0.00007943084],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949216,0.002468012,0.00004761513,0.001481225,0.0001070508,0.0001592851,0.00001237147,0.00003108003,0.0007717826],"genre_scores_gemma":[0.9981593,0.0009281647,0.0001234888,0.0002091586,0.0003476198,0.00002225693,0.000002453585,0.00001247022,0.0001950784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04540868,"threshold_uncertainty_score":0.3559397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008005939865189994,"score_gpt":0.2510497541269705,"score_spread":0.2430438142617805,"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."}}