{"id":"W3033975634","doi":"10.1183/16000617.0166-2019","title":"Risk factors for all-cause hospital readmission following exacerbation of COPD: a systematic review and meta-analysis","year":2020,"lang":"en","type":"review","venue":"European Respiratory Review","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":148,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Meta-analysis; COPD; Exacerbation; Odds ratio; Confidence interval; Hospital readmission; Internal medicine; Systematic review; Risk factor; MEDLINE; Emergency medicine; Intensive care medicine; Pediatrics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.004252727,0.001143176,0.01739133,0.0004244449,0.0001321344,0.00004853502,0.0006024659,0.0001569248,0.0004167141],"category_scores_gemma":[0.006659538,0.0007280763,0.009836983,0.001616433,0.0001137539,0.0001722462,0.0003495222,0.0007171161,0.0001127387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003410339,"about_ca_system_score_gemma":0.0005379543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000423296,"about_ca_topic_score_gemma":5.295245e-7,"domain_scores_codex":[0.9879683,0.00547488,0.003544676,0.001443122,0.001077286,0.0004917572],"domain_scores_gemma":[0.9926728,0.0008908359,0.003226955,0.002002539,0.0003833091,0.000823588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.000004081291,0.00007644571,0.00000759361,0.8431949,0.1447358,0.000133369,0.00001793195,4.040388e-8,1.591258e-7,0.00001008026,0.001640371,0.01017919],"study_design_scores_gemma":[0.0001316192,0.000122838,0.000009543025,0.1851448,0.4733821,0.000006310247,0.000006591805,9.971126e-7,1.124419e-7,5.972963e-7,0.3409174,0.000277154],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002614329,0.9789004,0.0000418533,0.0001633014,0.00005086001,0.01973047,0.0007061545,0.00008086129,0.0003234716],"genre_scores_gemma":[0.000005414399,0.9968729,0.000125343,0.0008589247,0.00007388813,0.0008354539,0.0005545332,0.0002526114,0.000420935],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6580501,"threshold_uncertainty_score":0.999517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1398247909256257,"score_gpt":0.39216587154303,"score_spread":0.2523410806174043,"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."}}