{"id":"W3160564505","doi":"10.1101/2021.05.17.21257335","title":"Reduction in COPD exacerbations during COVID-19: a systematic review and meta-analysis","year":2021,"lang":"en","type":"review","venue":"medRxiv","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; COPD; Meta-analysis; Exacerbation; Rate ratio; Confidence interval; Pandemic; Coronavirus disease 2019 (COVID-19); Emergency medicine; Incidence (geometry); Internal medicine; Pediatrics; Intensive care medicine; Disease; Infectious disease (medical specialty)","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001553145,0.0005555467,0.00999898,0.00112026,0.0001419727,0.00005110971,0.0002335175,0.0002186044,0.002641768],"category_scores_gemma":[0.002511153,0.0004088696,0.00268747,0.003750676,0.0001443274,0.000104862,0.0001922809,0.0006649931,0.00005942836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001286644,"about_ca_system_score_gemma":0.001344616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006675564,"about_ca_topic_score_gemma":0.00004051403,"domain_scores_codex":[0.9944236,0.001749207,0.001606039,0.001053983,0.0007481601,0.000419057],"domain_scores_gemma":[0.9968051,0.0003610388,0.0005459019,0.001425073,0.0002099829,0.0006529204],"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":[0.000002102799,0.00008593687,0.0000427426,0.9375179,0.06155513,0.0003540601,0.00003550858,0.000001819358,2.897436e-7,0.00004565024,0.00009016207,0.0002686546],"study_design_scores_gemma":[0.0002324891,0.000009871312,0.0001115288,0.06234608,0.9098003,0.0007305036,0.0000696124,0.000009151437,2.170097e-7,0.000007892185,0.02636544,0.000316908],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003104596,0.9928849,0.00001799839,0.000979794,0.00003532763,0.005707683,0.000125603,0.0000504962,0.0001672028],"genre_scores_gemma":[0.00006016866,0.9912048,0.00006717083,0.0001491432,0.00005342075,0.002684966,0.0003505363,0.00006684339,0.005362964],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8751718,"threshold_uncertainty_score":0.9998363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1112228116031951,"score_gpt":0.4051824108315425,"score_spread":0.2939595992283474,"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."}}