{"id":"W2983393934","doi":"10.1136/bmjopen-2019-031306","title":"Direct costs of overdiagnosed asthma: a longitudinal, population-based cohort study in British Columbia, Canada","year":2019,"lang":"en","type":"article","venue":"BMJ Open","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"University of British Columbia","keywords":"Medicine; Asthma; Epidemiology; Cohort; Cohort study; Population; Longitudinal study; Family medicine; Pediatrics; Demography; Environmental health; Pathology; 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":[0.001058133,0.0006337288,0.0008939622,0.001601465,0.004125245,0.002153782,0.002295567,0.001042342,0.002119504],"category_scores_gemma":[0.002181329,0.0008618298,0.000911438,0.005182032,0.0007319312,0.0006438439,0.001118591,0.001606267,0.000487167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.030439,"about_ca_system_score_gemma":0.03429352,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9962865,"about_ca_topic_score_gemma":0.9975326,"domain_scores_codex":[0.9982987,0.0001614057,0.0001317076,0.0003525911,0.0005449332,0.0005106219],"domain_scores_gemma":[0.9971808,0.0001309809,0.0004663587,0.0001438879,0.00144604,0.0006318892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008692779,0.00005753604,0.995481,0.00004098237,0.0001182442,0.0001210887,0.0004090188,0.0001030493,0.0001073999,0.00007101541,0.001695699,0.001708007],"study_design_scores_gemma":[0.00001932079,0.00001812911,0.9979499,0.00007024239,0.00005712633,0.00005945298,0.0007984252,0.0003492162,0.00002359283,0.0000259507,0.0006149451,0.00001374143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982187,0.002213395,0.0002257566,0.0007550464,0.0000396277,0.000129739,0.01237961,0.00002044473,0.00204948],"genre_scores_gemma":[0.9924775,0.001124046,0.0002819665,0.0002872146,0.00001209054,0.00006167582,0.00425197,0.000008409332,0.001495128],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.030439,"threshold_uncertainty_score":0.2208515,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02017349169760633,"score_gpt":0.3236588366615625,"score_spread":0.3034853449639561,"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."}}