{"id":"W3025973346","doi":"10.1016/j.chest.2020.04.058","title":"Serum IgG Levels and Risk of COPD Hospitalization","year":2020,"lang":"en","type":"review","venue":"CHEST Journal","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa; St. Paul's Hospital; University of British Columbia","funders":"National Heart, Lung, and Blood Institute; Canadian Institutes of Health Research; Flight Attendant Medical Research Institute","keywords":"Medicine; COPD; Hypogammaglobulinemia; Internal medicine; Incidence (geometry); Cumulative incidence; Immunology; Antibody; Cohort","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003963071,0.0003434944,0.001578575,0.0002340233,0.0001151489,0.00005127674,0.0002019151,0.0002434499,0.0005488591],"category_scores_gemma":[0.000549028,0.0002667806,0.0004584407,0.0003973828,0.0002110249,0.0001167151,0.0001441861,0.001194023,0.0000405035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004257556,"about_ca_system_score_gemma":0.001562302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000578538,"about_ca_topic_score_gemma":8.078981e-7,"domain_scores_codex":[0.997773,0.0002410793,0.0007216849,0.000343593,0.0006004808,0.000320182],"domain_scores_gemma":[0.9980179,0.0001235525,0.0007021304,0.0002884903,0.0002722765,0.0005956594],"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":[0.00002244612,0.00007756033,0.004994087,0.04572935,0.0006666117,0.0004204096,0.00008651883,3.105824e-7,0.000001242465,0.00003648449,0.0008354555,0.9471295],"study_design_scores_gemma":[0.0009111394,0.0001649828,0.03401818,0.01254097,0.002753617,0.001818955,0.00007541099,0.00004141252,0.00000505895,0.0001302297,0.9472901,0.0002499826],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006472268,0.9972424,0.0001496727,0.0001530014,0.0002044948,0.0006558731,0.0003029304,0.00001736996,0.0006270151],"genre_scores_gemma":[0.0004554444,0.9979079,0.0003135879,0.00001591186,0.0008189922,0.00001064202,0.00005251954,0.00007764552,0.0003473464],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9468796,"threshold_uncertainty_score":0.9999784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05026837481811769,"score_gpt":0.3490649510066139,"score_spread":0.2987965761884962,"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."}}