{"id":"W2898695685","doi":"10.1164/rccm.201806-1135oc","title":"Sputum Microbiome Is Associated with 1-Year Mortality after Chronic Obstructive Pulmonary Disease Hospitalizations","year":2018,"lang":"en","type":"article","venue":"American Journal of Respiratory and Critical Care Medicine","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":135,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Prevention of Organ Failure; St. Paul's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Microbiome; Hazard ratio; Sputum; Internal medicine; COPD; Confidence interval; Proportional hazards model; Immunology; Pathology; Biology; Bioinformatics","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002929135,0.0002955281,0.0007159294,0.0002946907,0.0001793253,0.00002272617,0.0001581159,0.00006660222,0.0007644812],"category_scores_gemma":[0.0008074879,0.0002130161,0.0001408646,0.0007203126,0.006701258,0.0002289728,0.00007543768,0.0004728479,0.000007292083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005240387,"about_ca_system_score_gemma":0.0009235623,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002206052,"about_ca_topic_score_gemma":0.000009184167,"domain_scores_codex":[0.997443,0.0002330703,0.0005425954,0.000422744,0.0008622881,0.000496313],"domain_scores_gemma":[0.9959875,0.0001967572,0.0002181709,0.0003799102,0.002019105,0.001198575],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002931466,0.0004069508,0.9688354,0.0007041759,0.0004892746,0.005718323,0.001411645,5.594132e-7,0.001741034,0.0004209572,0.0005392841,0.01680089],"study_design_scores_gemma":[0.001620955,0.006040097,0.9826692,0.0009864881,0.0009666356,0.0002377737,0.004783943,0.00001804095,0.0001749997,0.0001883089,0.002063672,0.0002498242],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884219,0.008170426,0.0001421054,0.002038089,0.000176446,0.0002724855,0.0001464622,0.00002338627,0.0006086788],"genre_scores_gemma":[0.9968086,0.00004988568,0.00008454552,0.001735343,0.001196778,0.00001490553,0.00001858317,0.00004524212,0.00004606965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01655107,"threshold_uncertainty_score":0.996002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01304542140689645,"score_gpt":0.3100426169199036,"score_spread":0.2969971955130072,"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."}}