{"id":"W2328557967","doi":"10.1038/npjpcrm.2014.32","title":"The challenge of objective confirmation of asthma diagnosis in primary care","year":2014,"lang":"en","type":"article","venue":"npj Primary Care Respiratory Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; University of Toronto; McMaster University","funders":"","keywords":"Medicine; Asthma; Spirometry; Primary care; Intensive care medicine; Bronchodilator; Lung function; Bronchoconstriction; Pulmonary function testing; Methacholine; Physical therapy; Respiratory disease; Lung; Internal medicine; Family medicine","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":[0.000675136,0.0003206595,0.0009842524,0.0003419334,0.0001191492,0.000004786491,0.0002619002,0.0002185355,0.00006562816],"category_scores_gemma":[0.0005163317,0.0002102367,0.0001953964,0.0004334676,0.0007709717,0.000114786,0.00009715372,0.0003720282,0.000006633329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004837507,"about_ca_system_score_gemma":0.0007159709,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005850352,"about_ca_topic_score_gemma":0.00007729832,"domain_scores_codex":[0.9968415,0.0004363168,0.001024229,0.0004191967,0.0009291904,0.0003495524],"domain_scores_gemma":[0.9969771,0.000676036,0.0004990156,0.0007963933,0.0008323737,0.0002190664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001701657,0.0004241923,0.1911275,0.01057647,0.0001530943,0.00008077876,0.01212557,0.00003588059,0.008102911,0.0007710294,0.002016864,0.7728841],"study_design_scores_gemma":[0.007577754,0.005389895,0.8009769,0.003642478,0.000234728,0.000007786042,0.01082086,0.000009564925,0.007085011,0.00006746669,0.1638374,0.0003502067],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.803651,0.09880315,0.00006548518,0.0008785989,0.0004965196,0.001577846,0.00005930832,0.0000776782,0.09439036],"genre_scores_gemma":[0.9968266,0.0008774344,0.0000410437,0.001468377,0.0004696117,0.0001359529,0.0001098084,0.00004487874,0.00002623831],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7725339,"threshold_uncertainty_score":0.8573203,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01322066690111289,"score_gpt":0.2660648946609434,"score_spread":0.2528442277598305,"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."}}