{"id":"W1535703389","doi":"10.1002/9780470987377.ch18","title":"Chronic Obstructive Pulmonary Disease ‐ Acute Exacerbations","year":2005,"lang":"en","type":"other","venue":"","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Health Canada; Canada Research Chairs","keywords":"Pulmonary disease; Intensive care medicine; Medicine; Disease; Pathology; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009370789,0.0004934796,0.0006269741,0.003235874,0.0008497962,0.001064306,0.0009033718,0.0005921199,0.06769511],"category_scores_gemma":[0.004288261,0.0001952105,0.0007071613,0.00418853,0.0001606928,0.0007251243,0.0009343927,0.001377599,0.01488557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001516881,"about_ca_system_score_gemma":0.003030754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01983334,"about_ca_topic_score_gemma":0.05617734,"domain_scores_codex":[0.9990594,0.0001894574,0.0001446374,0.00007324275,0.0003490776,0.0001843079],"domain_scores_gemma":[0.9977207,0.0003040611,0.0005860347,0.0001008527,0.0005290736,0.0007593352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008413864,0.0005879921,0.09784788,0.00163066,0.0001333694,0.0003655659,0.0001548418,0.0002469282,0.0001294406,0.002515195,0.6700091,0.2255376],"study_design_scores_gemma":[0.000298741,0.0001776609,0.4667475,0.001652838,0.000153049,0.001109795,0.0001746566,0.0003059043,0.0001506579,0.0009787711,0.5282276,0.00002276685],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03037294,0.01916261,0.0007859525,0.003329003,0.001222343,0.001661627,0.1567841,0.0005510685,0.7861304],"genre_scores_gemma":[0.2018118,0.03044485,0.004485644,0.006032733,0.002393411,0.002831188,0.2147307,0.0004334918,0.5368363],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06769511,"threshold_uncertainty_score":0.2264627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01375836276001104,"score_gpt":0.2956671011771085,"score_spread":0.2819087384170975,"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."}}