{"id":"W2584756101","doi":"10.1159/000455061","title":"Perioperative Hemodynamic Instability and Fluid Overload are Associated with Increasing Acute Kidney Injury Severity and Worse Outcome after Cardiac Surgery","year":2017,"lang":"en","type":"article","venue":"Blood Purification","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":106,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Economics","funders":"","keywords":"Medicine; Rifle; Acute kidney injury; Renal replacement therapy; Hemodynamics; Perioperative; Cardiology; Internal medicine; Kidney disease; Renal function; Prospective cohort study; Cardiac output; Anesthesia; Surgery","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":[0.001233249,0.0002610648,0.0006226138,0.0001277963,0.0005006001,0.0002282564,0.0001102811,0.0002059483,0.00003300854],"category_scores_gemma":[0.002801616,0.000217799,0.0000775009,0.000133369,0.0004847609,0.0005600434,0.0001290505,0.0003754701,0.000006136473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001414142,"about_ca_system_score_gemma":0.0003472411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002057177,"about_ca_topic_score_gemma":0.00001915785,"domain_scores_codex":[0.9979933,0.0003236958,0.000346644,0.000577297,0.0004146457,0.0003444161],"domain_scores_gemma":[0.9978775,0.0001269976,0.0002713413,0.0009010106,0.0003480058,0.0004751384],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001178559,0.0002095947,0.9774191,0.0001095732,0.0003357575,0.00003542526,0.0003524986,2.970724e-9,0.01874511,0.000009952762,0.0002180902,0.001386266],"study_design_scores_gemma":[0.0009240588,0.0001146608,0.9942824,0.0001611925,0.000532267,0.00003984292,0.00008622068,0.0001138886,0.003125299,0.00001214736,0.0003675875,0.0002403887],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934615,0.000101987,0.00001168882,0.002934131,0.00007290042,0.0008710796,0.002148911,0.00006869934,0.0003291112],"genre_scores_gemma":[0.9980785,0.0001485294,0.0002718513,0.0003197201,0.00007087529,0.0001835428,0.0005569391,0.0000348989,0.0003351936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01686328,"threshold_uncertainty_score":0.8881584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02019955711352094,"score_gpt":0.2970212373729987,"score_spread":0.2768216802594778,"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."}}