{"id":"W2807418772","doi":"10.29173/spectrum27","title":"Failure of Administrative Data to Guide Asthma Care","year":2018,"lang":"en","type":"article","venue":"Spectrum","topic":"Health Promotion and Cardiovascular Prevention","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Asthma; Spirometry; Medical diagnosis; Medicine; Health care; Asthma management; Family medicine; Service (business); Health services; Environmental health; Business; Political science; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.1204996,0.00108114,0.001159032,0.009837247,0.002209173,0.006943835,0.007652226,0.002011198,0.003261902],"category_scores_gemma":[0.3895919,0.001371907,0.0009474561,0.01898014,0.00303992,0.003596234,0.004732145,0.003291545,0.001594492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01563202,"about_ca_system_score_gemma":0.04677964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5380949,"about_ca_topic_score_gemma":0.4097058,"domain_scores_codex":[0.836252,0.08143615,0.02279686,0.008152765,0.04768045,0.003681704],"domain_scores_gemma":[0.577657,0.1871762,0.05623976,0.03541787,0.1381178,0.005391427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003886426,0.000183227,0.3919507,0.007640004,0.001283979,0.0002427221,0.003065499,0.008141549,0.0003153335,0.0318348,0.3123968,0.2425568],"study_design_scores_gemma":[0.0003018777,0.0002286004,0.4013394,0.03166164,0.0009986055,0.0006147163,0.005866366,0.02538851,0.002242352,0.03229892,0.4986713,0.0003877699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08562776,0.04843245,0.1169621,0.4005235,0.006011064,0.007222573,0.2076878,0.00167586,0.1258569],"genre_scores_gemma":[0.6829746,0.01861242,0.1425921,0.07596402,0.003265137,0.003619123,0.06737386,0.000430694,0.005168047],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5380949,"threshold_uncertainty_score":0.9292507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07618094008673333,"score_gpt":0.406189448749112,"score_spread":0.3300085086623787,"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."}}