{"id":"W4387982257","doi":"10.1183/13993003.congress-2023.pa3678","title":"Comparison of spirometry and both spectral and intra-breath oscillometry for the prediction COPD symptoms","year":2023,"lang":"en","type":"article","venue":"","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakeshore General Hospital; Concordia University; McGill University","funders":"","keywords":"Spirometry; COPD; Medicine; Asthma; Bronchodilator; Internal medicine; Cardiology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0033762,0.0006308814,0.0005077237,0.001048303,0.000157764,0.0006304128,0.0003866612,0.0008250024,0.001100554],"category_scores_gemma":[0.005693946,0.0002590898,0.0004195541,0.0004710147,0.0002327203,0.0006482422,0.0004307831,0.0005388832,0.0005585489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000167604,"about_ca_system_score_gemma":0.0002681774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006678292,"about_ca_topic_score_gemma":0.001395614,"domain_scores_codex":[0.9980602,0.001130259,0.0001174554,0.0002814837,0.0003374311,0.00007320412],"domain_scores_gemma":[0.9958224,0.002570333,0.0004688066,0.0002076424,0.000550402,0.0003805088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006570505,0.0004167658,0.949524,0.0001105563,0.0003745721,0.00004821594,0.000149272,0.0003818579,0.003763785,0.00008111939,0.0003637345,0.03821558],"study_design_scores_gemma":[0.000186101,0.003577139,0.988786,0.00004534466,0.0002195149,0.0003182633,0.000192311,0.004626605,0.001144037,0.0001056534,0.0007711413,0.00002782681],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925688,0.002543795,0.001817004,0.0001816825,0.00009706971,0.00009172084,0.0004112102,0.00005080056,0.002237829],"genre_scores_gemma":[0.9965723,0.0003819981,0.001939892,0.00007100626,0.00007041379,0.00007054419,0.0002837787,0.000006555276,0.0006035607],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0033762,"threshold_uncertainty_score":0.01785529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02787176585271859,"score_gpt":0.3367653969802579,"score_spread":0.3088936311275393,"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."}}