{"id":"W4315784380","doi":"10.1136/thorax-2022-218675","title":"COPD in Africa: risk factors, hospitalisation, readmission and associated outcomes—a systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"Thorax","topic":"Chronic Obstructive Pulmonary Disease (COPD) Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; COPD; Chronic bronchitis; Asthma; Meta-analysis; Internal medicine; Obstructive lung disease; Observational study; Bronchitis; Systematic review; Guideline; Risk factor; Physical therapy; Intensive care medicine; MEDLINE; Pathology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01515736,0.003181995,0.01889231,0.009202964,0.000665854,0.003906753,0.001967904,0.002164229,0.002765383],"category_scores_gemma":[0.032492,0.001717048,0.03642408,0.007904154,0.0006750848,0.001853306,0.00177954,0.002021195,0.0002036558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00313362,"about_ca_system_score_gemma":0.005237309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006722295,"about_ca_topic_score_gemma":0.01395605,"domain_scores_codex":[0.9903445,0.004640991,0.002742365,0.0008259574,0.001115386,0.0003307463],"domain_scores_gemma":[0.9841185,0.01154012,0.002823612,0.0003866139,0.0009555668,0.0001756848],"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":[0.0009431802,0.000042373,0.00436051,0.5698242,0.4056204,0.0001380366,0.0001121531,0.0006122857,0.000137313,0.0001656396,0.0006169352,0.01742685],"study_design_scores_gemma":[0.0004001632,0.0002511708,0.004994118,0.07904426,0.9119381,0.0002001199,0.00008615843,0.0002737558,0.0001012048,0.0002564089,0.002422414,0.00003219935],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001972984,0.9970989,0.0002370469,0.0001480115,0.00008319202,0.0001696229,0.000196906,0.000009085767,0.00008416222],"genre_scores_gemma":[0.06727589,0.9288692,0.001738074,0.000459872,0.0002047186,0.0009237404,0.0004009514,0.00001156267,0.0001159697],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01889231,"threshold_uncertainty_score":0.08016074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1433653322868675,"score_gpt":0.4001445265594167,"score_spread":0.2567791942725492,"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."}}