{"id":"W4416721675","doi":"10.1038/s41533-025-00461-7","title":"Characterizing adult asthma: a cross-sectional epidemiologic study from the canadian primary care sentinel surveillance network","year":2025,"lang":"en","type":"article","venue":"npj Primary Care Respiratory Medicine","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; SickKids Foundation; University of Toronto; Ontario Stroke Network; Queen's University; Public Health Ontario; Hospital for Sick Children; Kingston Health Sciences Centre; Kingston General Hospital; St. Michael's Hospital","funders":"Government of Ontario","keywords":"Asthma; Comorbidity; Epidemiology; Medical prescription; Primary care; Demographics; Asthma medication; Medical record; Health care","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":[0.002166366,0.0004058014,0.0005185923,0.002103992,0.001917508,0.001216855,0.001317968,0.0005327988,0.0008055596],"category_scores_gemma":[0.004162535,0.0004900222,0.0006398162,0.006943266,0.0004955262,0.0005629092,0.001075219,0.0007496475,0.0001767917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01205819,"about_ca_system_score_gemma":0.01603295,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.972823,"about_ca_topic_score_gemma":0.9789156,"domain_scores_codex":[0.9972968,0.0002206278,0.0002362703,0.0004040372,0.001449212,0.0003931199],"domain_scores_gemma":[0.9969902,0.0001753668,0.0005747692,0.0001382451,0.001599541,0.0005219646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001222171,0.00001226133,0.9985235,0.000018262,0.00003412384,0.00001841328,0.0001665939,0.00002238372,0.00003434179,0.00001491702,0.000363655,0.0007792587],"study_design_scores_gemma":[0.000001511159,0.000008809224,0.9994988,0.000007491466,0.00001218346,0.0000228159,0.0001846162,0.00006396065,0.000005321265,0.000002991342,0.0001895856,0.00000192003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.97992,0.001146627,0.0002837418,0.0003349205,0.0000161275,0.0001966605,0.01601057,0.00001713411,0.002074198],"genre_scores_gemma":[0.9909027,0.0006978925,0.0005459502,0.0002104481,0.00001291844,0.00007864637,0.007329237,0.000005407093,0.0002168408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02717698,"threshold_uncertainty_score":0.08748877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02425373223845348,"score_gpt":0.3062692220988522,"score_spread":0.2820154898603988,"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."}}