{"id":"W2023501904","doi":"10.1186/1471-2466-11-52","title":"Verifying a questionnaire diagnosis of asthma in children using health claims data","year":2011,"lang":"en","type":"article","venue":"BMC Pulmonary Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; Health Canada; Hospital for Sick Children","funders":"Health Canada","keywords":"Medicine; Asthma; Family medicine; Pediatrics; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01644649,0.0004713024,0.0006641206,0.002080239,0.000536741,0.001023197,0.001003218,0.0007542745,0.001322421],"category_scores_gemma":[0.04846138,0.0004048925,0.0006805822,0.001871048,0.0006045907,0.0006316332,0.001241648,0.0006723201,0.0004582869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00107305,"about_ca_system_score_gemma":0.001305464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02445657,"about_ca_topic_score_gemma":0.0170377,"domain_scores_codex":[0.983009,0.008014259,0.002763549,0.001341219,0.004067445,0.0008044948],"domain_scores_gemma":[0.9502829,0.02095577,0.01802682,0.003457251,0.00648293,0.0007944404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000516227,0.00002064098,0.9974223,0.00003488835,0.00003844716,0.00005184348,0.0001521,0.00009247442,0.0001611161,0.00002940237,0.0002234217,0.001721677],"study_design_scores_gemma":[0.00001775651,0.0001094814,0.9967367,0.00005704208,0.00005271733,0.000257761,0.0003154337,0.001080432,0.0007051398,0.00005048965,0.0006084332,0.000008454011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934569,0.0003440848,0.001860723,0.0001865209,0.00003318498,0.0001398734,0.002546478,0.00002808482,0.001404074],"genre_scores_gemma":[0.9957562,0.0001407888,0.001983304,0.00008477768,0.00002082262,0.00007747836,0.001824206,0.000005125515,0.000107342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02445657,"threshold_uncertainty_score":0.08697838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1080878652086895,"score_gpt":0.3461035339964448,"score_spread":0.2380156687877553,"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."}}