{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00112254,0.0005265353,0.0009215556,0.0009646579,0.0002183976,0.0005872452,0.0004457734,0.0007063652,0.001285373],"category_scores_gemma":[0.00329763,0.0001223689,0.0004378824,0.0005523291,0.00027602,0.0004579854,0.0003198168,0.0008812639,0.0003830631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000260876,"about_ca_system_score_gemma":0.0002155927,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000740386,"about_ca_topic_score_gemma":0.00103792,"domain_scores_codex":[0.9991717,0.0002471613,0.0001539577,0.0001021964,0.0002608784,0.00006412768],"domain_scores_gemma":[0.9983046,0.0006322871,0.0005056669,0.00006033073,0.0002392415,0.0002578707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005321169,0.0005376794,0.8861346,0.0005805946,0.0002621224,0.003369926,0.0002720175,0.0003696358,0.007671634,0.0002001383,0.001881538,0.09339897],"study_design_scores_gemma":[0.00008530809,0.001724222,0.9894282,0.0001698519,0.0001839596,0.003793015,0.0002208236,0.001100941,0.001005996,0.0001992509,0.002068598,0.00001978596],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517922,0.03624112,0.001290419,0.0008322593,0.0002673453,0.0001690937,0.0005969774,0.0001240494,0.008686582],"genre_scores_gemma":[0.9949484,0.002958935,0.0007280968,0.000204631,0.000226351,0.00004390384,0.0003526146,0.00001167155,0.000525413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001285373,"threshold_uncertainty_score":0.005936623,"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."}}