{"id":"W4387564307","doi":"10.1177/17534666231202742","title":"All-cause readmission rate and risk factors of 30- and 90-day after discharge in patients with chronic obstructive pulmonary disease: a systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"Therapeutic Advances in Respiratory Disease","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Medicine; Meta-analysis; Pulmonary disease; Intensive care medicine; COPD; Internal medicine; Disease","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"],"consensus_categories":[],"category_scores_codex":[0.0009548631,0.001108256,0.00669245,0.001053463,0.00008572544,0.00003728433,0.0002749229,0.0001699044,0.0002080176],"category_scores_gemma":[0.0004511596,0.0006855333,0.0008074872,0.001560987,0.0006952375,0.0004706127,0.0003084551,0.0006959676,0.000005719844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005174643,"about_ca_system_score_gemma":0.0007045196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001394796,"about_ca_topic_score_gemma":0.00002357053,"domain_scores_codex":[0.9927816,0.002464968,0.001663635,0.001536113,0.0008898872,0.0006638033],"domain_scores_gemma":[0.995389,0.0008583377,0.001095095,0.00133897,0.0001714974,0.001147113],"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":[0.0005426746,0.0003987426,0.08484817,0.8689515,0.0357857,0.0003622621,0.00005339799,0.000005834627,4.772869e-8,0.00002033345,7.155178e-7,0.009030612],"study_design_scores_gemma":[0.0009691478,0.0001212791,0.3101557,0.05773059,0.6275596,0.000001348408,0.00004497204,0.00003785771,6.542829e-8,0.0001326811,0.002527987,0.000718717],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007122663,0.9824988,0.000005397662,0.00002442707,0.00002123073,0.008036877,0.002245973,0.00003844153,0.000006166029],"genre_scores_gemma":[0.01168015,0.9854956,0.000006280502,0.00009565506,0.00002053526,0.002192653,0.0002597573,0.0001551091,0.00009429594],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8112209,"threshold_uncertainty_score":0.9995596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06076743744959537,"score_gpt":0.3685336814095517,"score_spread":0.3077662439599563,"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."}}