{"id":"W2107894914","doi":"10.1136/thx.2005.041830","title":"COPD exacerbations {middle dot} 3: Pathophysiology","year":2006,"lang":"ur","type":"review","venue":"Thorax","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":255,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; COPD; Intensive care medicine; Pathophysiology; Dynamic hyperinflation; Respiratory physiology; Respiratory failure; Disease; Natural history; Lung; Cardiology; Internal medicine; Lung volumes","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.0007822913,0.001400284,0.003739048,0.0007136177,0.0005004621,0.00009590869,0.00102823,0.001172998,0.009537288],"category_scores_gemma":[0.0004472299,0.0012628,0.001445895,0.001630893,0.001049705,0.0001931666,0.0007376584,0.002298089,0.01334506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002198758,"about_ca_system_score_gemma":0.003825266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004587076,"about_ca_topic_score_gemma":0.00004008404,"domain_scores_codex":[0.9915387,0.001492975,0.001731387,0.001948484,0.001315448,0.001973005],"domain_scores_gemma":[0.9943743,0.0007975216,0.0006928014,0.002520774,0.0006438845,0.0009707163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002137551,0.001574367,0.000380065,0.07001988,0.0009405236,0.001563559,0.0001427887,0.00002148225,0.0001805261,0.003994121,0.05135922,0.8696097],"study_design_scores_gemma":[0.00147844,0.0002934011,0.005072324,0.01063418,0.002820962,0.0001366102,0.0001644254,0.0001947136,0.000008353749,0.001946877,0.976086,0.001163696],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009479436,0.9427571,0.00009321453,0.0003713763,0.001536448,0.004027415,0.00161845,0.0002093781,0.04843866],"genre_scores_gemma":[0.001233871,0.912744,0.0003214215,0.0002388451,0.004690449,0.0007551422,0.004942978,0.0003657581,0.07470749],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9247268,"threshold_uncertainty_score":0.9998748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05787996494185504,"score_gpt":0.352350493778694,"score_spread":0.294470528836839,"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."}}