{"id":"W4417201458","doi":"10.1371/journal.pone.0338653","title":"GV effects of diabetes mellitus on clinical outcomes of patients with acute heart failure: A systematic review and meta-analysis","year":2025,"lang":"en","type":"review","venue":"PLoS ONE","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Science Foundation of Hebei Province; National Natural Science Foundation of China","keywords":"Diabetes mellitus; Cohort; Multivariate analysis; Heart failure; Cohort study; Meta-analysis; MEDLINE; Univariate analysis","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":[0.01184899,0.002664045,0.01680928,0.007070441,0.0006587649,0.003054922,0.001875117,0.001903575,0.002262683],"category_scores_gemma":[0.02671845,0.001504857,0.03553191,0.007503316,0.0006303714,0.001475757,0.001565653,0.001550352,0.0002270438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00236429,"about_ca_system_score_gemma":0.003162142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008101195,"about_ca_topic_score_gemma":0.01741228,"domain_scores_codex":[0.992149,0.003417489,0.002557649,0.0007780124,0.0008584879,0.0002392859],"domain_scores_gemma":[0.9828616,0.0123063,0.002670823,0.0005753352,0.001350085,0.0002358594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001183289,0.0000239182,0.005194108,0.3262244,0.6576751,0.000114657,0.00008013241,0.0004939678,0.0001774375,0.00008582764,0.0004361831,0.008310993],"study_design_scores_gemma":[0.0002360748,0.0001013818,0.003540968,0.01532118,0.9795939,0.00007151376,0.00003303735,0.0001446079,0.00007565426,0.00009623246,0.0007673122,0.0000182469],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005706613,0.9928476,0.0003861115,0.0001433781,0.0001103078,0.0002037389,0.0004353382,0.00001776699,0.0001491594],"genre_scores_gemma":[0.1713273,0.8236266,0.00206927,0.0006422725,0.0002303158,0.0009533199,0.0008639891,0.000021931,0.0002649609],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01680928,"threshold_uncertainty_score":0.06266415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07487241343766746,"score_gpt":0.3343667413216971,"score_spread":0.2594943278840297,"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."}}