{"id":"W2061693875","doi":"10.1378/chest.07-1207","title":"Contemporary Management of Acute Exacerbations of COPD","year":2008,"lang":"en","type":"review","venue":"CHEST Journal","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":246,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Exacerbation; COPD; Confidence interval; Relative risk; Placebo; Randomized controlled trial; Intubation; Mechanical ventilation; Internal medicine; Intensive care medicine; Anesthesia","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":[0.000199352,0.0002262479,0.001542728,0.0002501911,0.00004684323,0.000005718007,0.0001705894,0.0001761386,0.000265687],"category_scores_gemma":[0.000007092444,0.0001640508,0.000705296,0.0002083792,0.00007381177,0.00005649472,0.00004347643,0.000402784,0.00002327842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006216425,"about_ca_system_score_gemma":0.0007770924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.127181e-7,"about_ca_topic_score_gemma":2.299972e-8,"domain_scores_codex":[0.9982937,0.00004705563,0.001017082,0.0001400958,0.0003535005,0.0001485951],"domain_scores_gemma":[0.9984006,0.00002287655,0.0009423097,0.0003052315,0.0001462118,0.0001828155],"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":[0.00003565586,0.0002878264,0.00005962235,0.04477528,0.004071212,0.002428126,0.0001019261,5.908724e-8,0.00002119562,0.000248261,0.04545009,0.9025208],"study_design_scores_gemma":[0.0005896779,0.0002227901,0.00003134576,0.0157921,0.001953148,0.002342193,0.00005283216,1.816318e-7,0.00006492862,0.00001645169,0.9788243,0.0001101181],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002161044,0.9814093,0.0003995974,0.00001772656,0.0003055682,0.0004714022,0.00002677266,0.000009032227,0.01733901],"genre_scores_gemma":[0.00004547155,0.9938827,0.002254759,0.00002650711,0.0001747578,0.00001288455,0.00005311713,0.00003656544,0.003513245],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9333742,"threshold_uncertainty_score":0.6689798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1222284639446794,"score_gpt":0.3691204369685285,"score_spread":0.246891973023849,"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."}}