{"id":"W2157087002","doi":"10.1378/chest.126.6.1855","title":"Simplified Detection of Dynamic Hyperinflation","year":2004,"lang":"en","type":"article","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":85,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Hyperventilation; Medicine; Dynamic hyperinflation; Bronchodilator; Anesthesia; Respiratory minute volume; Respiratory rate; Cardiology; COPD; Ventilation (architecture); Heart rate; Respiratory system; Internal medicine; Lung volumes; Asthma; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000515432,0.0007360047,0.0008286234,0.0009300369,0.0002143185,0.001057982,0.0005415884,0.001010284,0.004484006],"category_scores_gemma":[0.002388706,0.0005000148,0.0003882931,0.0003697787,0.0002478085,0.0006198972,0.0008686598,0.0007189651,0.00141532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001391708,"about_ca_system_score_gemma":0.0002896241,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009368825,"about_ca_topic_score_gemma":0.001626596,"domain_scores_codex":[0.999598,0.0001232998,0.00002323708,0.00006801345,0.0001382623,0.00004923739],"domain_scores_gemma":[0.9992747,0.0003616443,0.00004549168,0.0001069317,0.000147808,0.00006340705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.003274604,0.0001605987,0.01427658,0.0006919744,0.0001582177,0.001230393,0.0001312295,0.007662546,0.5335337,0.00204162,0.007245992,0.4295925],"study_design_scores_gemma":[0.0003705632,0.001450969,0.1411422,0.0001649641,0.0004898558,0.01729126,0.0001527742,0.573041,0.2372887,0.006925059,0.0214144,0.0002682862],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2254503,0.005599945,0.754582,0.0006846309,0.0005264724,0.0002403877,0.001559193,0.004144839,0.007212239],"genre_scores_gemma":[0.6508013,0.001923478,0.3404534,0.0003403495,0.0005124609,0.0001610713,0.001275932,0.0004042325,0.004127759],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004484006,"threshold_uncertainty_score":0.01500046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671165135100632,"score_gpt":0.296557304795492,"score_spread":0.2798456534444856,"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."}}