{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005234659,0.00006631015,0.0001821698,0.00005304975,0.00003989492,0.000004579913,0.0001222688,0.00005024712,0.0006831255],"category_scores_gemma":[0.0001034586,0.00005908076,0.0000701739,0.0001585962,0.00003979697,0.00004581307,0.00008085131,0.00007928201,0.0002753204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005102542,"about_ca_system_score_gemma":0.000228157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005909283,"about_ca_topic_score_gemma":0.0005912169,"domain_scores_codex":[0.9990961,0.000112698,0.000194672,0.0002276594,0.0002176295,0.0001512528],"domain_scores_gemma":[0.9989644,0.000005362324,0.00003272904,0.000747811,0.0001102722,0.0001394033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006264613,0.001097368,0.01496664,0.003769213,0.002040428,0.0003852237,0.02888261,0.000004429549,0.04465974,0.01491955,0.3056544,0.5829939],"study_design_scores_gemma":[0.001499765,0.002664217,0.1030398,0.0003255577,0.0001068723,0.0001282418,0.003633287,0.00003735691,0.05055296,0.0001468898,0.8376905,0.0001746389],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7297096,0.0009066426,0.07155808,0.03791822,0.001244813,0.003169242,0.000346455,0.0002614741,0.1548854],"genre_scores_gemma":[0.9937178,0.000007254778,0.004043095,0.0003376015,0.0004718665,0.000005428887,0.000125691,0.00001012735,0.001281095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5828193,"threshold_uncertainty_score":0.7479745,"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."}}