{"id":"W4413110999","doi":"10.1186/s40001-025-03035-y","title":"Association of albumin-corrected anion gap with mortality in ICU patients with heart failure and acute kidney injury: analysis of the MIMIC-IV database","year":2025,"lang":"en","type":"article","venue":"European journal of medical research","topic":"Renal function and acid-base balance","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Natural Science Foundation of Shandong Province","keywords":"Medicine; Internal medicine; Subgroup analysis; Creatinine; Acute kidney injury; Proportional hazards model; Receiver operating characteristic; Heart failure; Anion gap; Survival analysis; Univariate analysis; Multivariate analysis; Cardiology; Meta-analysis; Acidosis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005474759,0.00008517755,0.0004108923,0.0005185204,0.00004499921,0.00001329421,0.0001990196,0.00004243342,0.0001288313],"category_scores_gemma":[0.004527068,0.00004452108,0.00007487955,0.002060577,0.0001877697,0.00007793664,0.0001017517,0.0008659431,0.000001002245],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009136212,"about_ca_system_score_gemma":0.000575011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007333396,"about_ca_topic_score_gemma":0.00007424651,"domain_scores_codex":[0.9954273,0.001271013,0.0005121185,0.000151204,0.00245155,0.0001868736],"domain_scores_gemma":[0.9979966,0.000254186,0.0002987075,0.0002439599,0.0009316271,0.000274962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001443153,0.0002951449,0.9721727,0.00007977565,0.0008426827,0.00004780046,0.00006838538,0.000002485908,0.003302702,0.00001194864,0.02102151,0.0007117542],"study_design_scores_gemma":[0.002959364,0.0007286136,0.9878398,0.001502212,0.0005028261,0.000005608306,0.0001012744,0.0002955623,0.002803923,0.000002109314,0.003217864,0.00004081481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907897,0.00002850068,0.0001368778,0.008404641,0.00005551336,0.0001603192,0.00004557969,0.000002553068,0.0003763293],"genre_scores_gemma":[0.9989857,0.0001047485,0.0001432784,0.0004374807,0.00003362911,7.404624e-7,0.00002979662,0.00000798213,0.0002566177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01780365,"threshold_uncertainty_score":0.5419651,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02128247799559891,"score_gpt":0.3493069033351202,"score_spread":0.3280244253395213,"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."}}