{"id":"W4362460024","doi":"10.1111/cpf.12820","title":"Cardiopulmonary exercise testing to indicate increased ventilatory variability in subjects with dysfunctional breathing","year":2023,"lang":"en","type":"article","venue":"Clinical Physiology and Functional Imaging","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre; Queen's University","funders":"Fundação Instituto de Pesquisas Econômicas; Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Medicine; Context (archaeology); Ventilation (architecture); Tidal volume; Cardiology; Respiratory minute volume; Incremental exercise; Lung volumes; Internal medicine; Anesthesia; Physical therapy; Respiratory system; Heart rate; Lung; Blood pressure","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001739954,0.0002114391,0.0005087025,0.0003092007,0.0002156409,0.00001423933,0.00007775164,0.0001140362,0.0001359312],"category_scores_gemma":[0.001066629,0.0001861728,0.0001175242,0.0008330865,0.0005203394,0.0001655268,0.0002327634,0.0007322249,0.0001118864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001455584,"about_ca_system_score_gemma":0.0004670999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008887763,"about_ca_topic_score_gemma":0.000002004625,"domain_scores_codex":[0.9976056,0.0002587153,0.0004756702,0.0008594603,0.0003284896,0.0004720764],"domain_scores_gemma":[0.9975637,0.001454055,0.00008182645,0.0003117756,0.0001922851,0.0003963592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002734796,0.0002901953,0.9768424,0.0002484255,0.00007648808,0.0004422862,0.00003262168,0.000222664,0.002933685,0.00005302783,0.000373546,0.01574989],"study_design_scores_gemma":[0.001586109,0.0001014938,0.988726,0.0002477583,0.00007960611,0.0001356755,0.00008678276,0.006552643,0.00002831144,0.002149164,0.0001279953,0.0001785234],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974544,0.000145241,0.00008967418,0.0005322964,0.0003007042,0.0004754888,0.00002038002,0.0001419946,0.0008398303],"genre_scores_gemma":[0.9981284,0.00001913501,0.0003553422,0.0006235043,0.0004646912,0.0001088864,0.0001614693,0.00002986149,0.0001087462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01557137,"threshold_uncertainty_score":0.7591906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03909949499967721,"score_gpt":0.3242362518199075,"score_spread":0.2851367568202303,"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."}}