{"id":"W4213269771","doi":"10.3389/fphys.2022.816586","title":"Phenotyping Cardiopulmonary Exercise Limitations in Chronic Obstructive Pulmonary Disease","year":2022,"lang":"en","type":"article","venue":"Frontiers in Physiology","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; St. Paul's Hospital; Interior Health; Kelowna General Hospital; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Michael Smith Health Research BC","keywords":"COPD; Medicine; Dynamic hyperinflation; Cardiology; Internal medicine; Pulmonary function testing; Respiratory minute volume; Ventilation (architecture); Lung volumes; Lung; Respiratory system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004308393,0.0003510227,0.000382814,0.0005133146,0.0002588898,0.0003610006,0.0002402222,0.0004580982,0.000602994],"category_scores_gemma":[0.0008897951,0.00007311073,0.0002247551,0.0003572408,0.0002120329,0.0001586731,0.0004215769,0.0003211912,0.000107875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001220591,"about_ca_system_score_gemma":0.0001033117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007604488,"about_ca_topic_score_gemma":0.001304331,"domain_scores_codex":[0.9997353,0.00007427013,0.00003081003,0.0000637243,0.00004660484,0.00004920904],"domain_scores_gemma":[0.9995485,0.000125395,0.0001470139,0.00001997492,0.00005777774,0.0001013097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002109651,0.00005845709,0.987798,0.00003991798,0.00003392597,0.0001700253,0.00008467005,0.0001847224,0.006450519,0.00001844796,0.00007959084,0.004870676],"study_design_scores_gemma":[0.000003435094,0.0001569551,0.9985825,0.000009773688,0.00001371119,0.0003848125,0.00007516389,0.0002153852,0.0004307793,0.00003103108,0.00009403868,0.000002453374],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988102,0.0004643091,0.0001868806,0.00003040011,0.000003683913,0.00001774874,0.0001293188,0.000002932232,0.0003544706],"genre_scores_gemma":[0.9994653,0.00009336691,0.0001928744,0.00002746535,0.000007134913,0.00001382887,0.0001475669,8.955021e-7,0.00005159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007604488,"threshold_uncertainty_score":0.002278507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02280023263144942,"score_gpt":0.2683625292139408,"score_spread":0.2455622965824913,"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."}}