{"id":"W4412000739","doi":"10.1183/23120541.00398-2025","title":"Interpreting respiratory oscillometry in adults with asthma or COPD: findings of an international Delphi study","year":2025,"lang":"en","type":"article","venue":"ERJ Open Research","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ste. Anne's Hospital; McGill University Health Centre","funders":"Centre hospitalier régional universitaire de Lille; Universitätsklinikum Heidelberg; Catholic University of Korea; Institute of Nuclear Energy Research; Instituto Mexicano del Seguro Social; Karolinska Institutet; Taipei Veterans General Hospital; Monash University; Universiti Kebangsaan Malaysia; NIH Clinical Center; National and Kapodistrian University of Athens; University of Toronto; Aalborg Universitet; Aalborg Universitetshospital; University of Otago","keywords":"Medicine; COPD; Asthma; Respiratory system; Delphi method; Physical therapy; Family medicine; Internal medicine; Artificial intelligence","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02228903,0.0001216745,0.0002751378,0.001747162,0.0004304069,0.0005096145,0.004242755,0.0001342276,0.0007459624],"category_scores_gemma":[0.006595382,0.0001007595,0.00002762062,0.004022527,0.0007491122,0.0009000378,0.001943145,0.0009394283,0.00002413064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000589854,"about_ca_system_score_gemma":0.001700988,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02316924,"about_ca_topic_score_gemma":0.04956053,"domain_scores_codex":[0.9936646,0.002180805,0.0004874217,0.000619617,0.002371021,0.0006765706],"domain_scores_gemma":[0.99675,0.001391547,0.0000716917,0.0005707603,0.00106339,0.0001526205],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.008404572,0.002601154,0.8606822,0.0001237709,0.0001067145,0.0004902073,0.05372322,0.00001490842,0.0004106607,0.01406392,0.008482222,0.05089638],"study_design_scores_gemma":[0.008053117,0.00636028,0.396841,0.004449601,0.000007862406,0.0000038088,0.5003679,0.0007941358,0.00327556,0.002549631,0.07653163,0.0007654323],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8669226,0.00001926995,0.00002978235,0.001276632,0.00009360863,0.002706372,0.00000891437,0.00003537384,0.1289075],"genre_scores_gemma":[0.9945145,0.00001784341,0.00120635,0.00008250414,0.00004258147,0.0003339431,0.000002860065,0.00001826615,0.003781102],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4638412,"threshold_uncertainty_score":0.9833356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.213840538123929,"score_gpt":0.5715583327279625,"score_spread":0.3577177946040335,"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."}}