{"id":"W2801331279","doi":"10.1186/s13223-018-0241-1","title":"Severe, eosinophilic asthma in primary care in Canada: a longitudinal study of the clinical burden and economic impact based on linked electronic medical record data","year":2018,"lang":"en","type":"article","venue":"Allergy Asthma and Clinical Immunology","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Seneca Polytechnic; AstraZeneca (Canada); University of Calgary; Ottawa Public Health; University of Ottawa","funders":"AstraZeneca Canada; AstraZeneca","keywords":"Asthma; Primary care; Medicine; Longitudinal data; Medical record; Family medicine; Electronic medical record; Pediatrics; Demography; Internal medicine; Sociology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001085491,0.0005546144,0.0006246105,0.001859759,0.003298181,0.002165706,0.001395557,0.0007433677,0.001500354],"category_scores_gemma":[0.004334609,0.0006618709,0.0009050869,0.008568435,0.0008879213,0.0009340063,0.001775287,0.001423138,0.0002357641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03127093,"about_ca_system_score_gemma":0.03171389,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9871585,"about_ca_topic_score_gemma":0.9902338,"domain_scores_codex":[0.9976928,0.0002130748,0.0002003746,0.0003638302,0.0008173861,0.0007124312],"domain_scores_gemma":[0.9939666,0.000345236,0.001944069,0.0002992201,0.002206434,0.001238497],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005037286,0.00004897152,0.997888,0.00002305545,0.00009182713,0.0000635684,0.0002682493,0.0000667584,0.00004227999,0.00004436423,0.000624786,0.0007877217],"study_design_scores_gemma":[0.00001073073,0.00002326115,0.9984078,0.00002940939,0.00003704887,0.00005330948,0.0006062106,0.0003728349,0.00001464439,0.00001552019,0.000421811,0.000007535819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882662,0.0007435408,0.00009657208,0.0004574093,0.00001467124,0.0001063138,0.009293042,0.00000810751,0.001014081],"genre_scores_gemma":[0.9941745,0.0005212207,0.000175501,0.0002347577,0.00001204236,0.00004645961,0.0044808,0.000003931533,0.0003506857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03127093,"threshold_uncertainty_score":0.2268876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03073141463933097,"score_gpt":0.3406614345947189,"score_spread":0.3099300199553879,"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."}}