{"id":"W3016723960","doi":"10.1016/j.jaip.2020.03.045","title":"Health Services Utilization Is Increased in Poor Perceivers of Bronchoconstriction and Hyperinflation in Asthma","year":2020,"lang":"en","type":"article","venue":"The Journal of Allergy and Clinical Immunology In Practice","topic":"Asthma and respiratory diseases","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Ontario; University of Toronto; Institute for Clinical Evaluative Sciences; Queen's University","funders":"Janssen Pharmaceuticals; Novartis Pharmaceuticals Canada; Queen's University; Novartis; Physicians' Services Incorporated Foundation; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; Canadian Institutes of Health Research; Health Canada; AstraZeneca Canada; GlaxoSmithKline; AstraZeneca","keywords":"Bronchoconstriction; Methacholine; Asthma; Medicine; Odds ratio; Confidence interval; Emergency department; Internal medicine; Respiratory disease; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0006365135,0.0002220218,0.0003930917,0.000925944,0.0007015173,0.001222116,0.0002787654,0.0007785989,0.003453783],"category_scores_gemma":[0.004984327,0.0003651114,0.0006331833,0.0008336476,0.0004360485,0.0004901684,0.0006159229,0.001224998,0.000271233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003792495,"about_ca_system_score_gemma":0.0003143256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02180203,"about_ca_topic_score_gemma":0.02274047,"domain_scores_codex":[0.9992067,0.0002958471,0.00009046953,0.0000661378,0.000156247,0.000184536],"domain_scores_gemma":[0.9958233,0.0007396102,0.002164688,0.00009858597,0.0003040823,0.0008696486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005073508,0.00003818383,0.9985955,0.00000956349,0.00003638846,0.00005240447,0.0001766937,0.00001747467,0.00009933655,0.0000120053,0.0001022764,0.0008095479],"study_design_scores_gemma":[0.000001653495,0.00002548209,0.9991849,0.000007169398,0.00001417359,0.00008166688,0.0005366743,0.00005378151,0.00001690675,0.00001378062,0.00006132372,0.000002416555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998579,0.0003120742,0.00003206939,0.0002712229,0.00001161542,0.000002947246,0.0001396424,0.000001939232,0.0006495203],"genre_scores_gemma":[0.9995528,0.0001038126,0.00002402447,0.00006562306,0.00001747496,0.000001897941,0.00006995759,0.000001263367,0.0001631066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02180203,"threshold_uncertainty_score":0.04335028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03037113639038881,"score_gpt":0.3538629047809023,"score_spread":0.3234917683905135,"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."}}