{"id":"W4413227646","doi":"10.1111/cea.70135","title":"Bronchodilator Reversibility of Spirometry and Oscillometry Ratios in Severe Refractory Asthma","year":2025,"lang":"en","type":"article","venue":"Clinical & Experimental Allergy","topic":"Advanced Chemical Sensor Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Dundee; Sanofi; AstraZeneca","keywords":"Spirometry; Bronchodilator; Medicine; Asthma; Bronchodilator Agents; Refractory (planetary science); Cardiology; Anesthesia; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001040222,0.0001705864,0.0004099136,0.0001282901,0.00001953517,0.000006666556,0.0002039586,0.0002817912,0.00007595292],"category_scores_gemma":[0.0004036516,0.0001729877,0.00008672335,0.0003730275,0.0002993076,0.0001213,0.0001978445,0.0003648139,0.000005130674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000157763,"about_ca_system_score_gemma":0.00000735207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001005751,"about_ca_topic_score_gemma":0.00000594665,"domain_scores_codex":[0.9986463,0.00003075727,0.0006541405,0.0003438296,0.0001151383,0.0002098737],"domain_scores_gemma":[0.9991887,0.0003162859,0.00005597091,0.0003551174,0.00001786062,0.00006609925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000184973,0.0007940247,0.03563302,0.0001605623,0.0001519331,0.00002094749,0.0001082915,0.0003394862,0.9376942,0.00115343,0.002066227,0.0216929],"study_design_scores_gemma":[0.001957821,0.000251334,0.04196944,0.0001395634,0.000004875263,0.000003224878,0.0009243131,0.0004675941,0.9405943,0.001793013,0.01149529,0.0003992819],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936651,0.003116614,0.0001480502,0.00004571121,0.000247792,0.0001352506,0.000006791473,0.0002028143,0.002431907],"genre_scores_gemma":[0.9969431,0.0003472284,0.002464783,0.00008240746,0.00002121632,0.0000107088,0.000003696187,0.00001494767,0.0001118749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02129362,"threshold_uncertainty_score":0.7054233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762243598939249,"score_gpt":0.318157444474615,"score_spread":0.3005350084852225,"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."}}