Cited by 40Acute Kidney Injury ResearchChronic Kidney Disease and DiabetesSepsis Diagnosis and Treatment

Acute Kidney Injury and Adverse Outcomes of Critical Illness: Correlation or Causation?

Open access
Girling, Benedict J, Channon, Samuel W, Haines, Ryan W, Prowle, John R·2020·Clinical Kidney Journal

Abstract

Critically ill patients who develop acute kidney injury (AKI) are more than twice as likely to die in hospital. However, it is not clear to what extent AKI is the cause of excess mortality, or merely a correlate of illness severity. The Bradford Hill criteria for causality (plausibility, temporality, magnitude, specificity, analogy, experiment & coherence, biological gradient and consistency) were applied to assess the extent to which AKI may be causative in adverse short-term outcomes of critical illness. Plausible mechanisms exist to explain increased risk of death after AKI, both from direct pathophysiological effects of renal dysfunction and mechanisms of organ cross-talk in multiple-organ failure. The temporal relationship between increased mortality following AKI is consistent with its pathophysiology. AKI is associated with substantially increased mortality, an association that persists after accounting for known confounders. A biological gradient exists between increasing severity of AKI and increasing short-term mortality. This graded association shares similar features to the increased mortality observed in ARDS; an analogous condition with a multifactorial aetiology. Evidence for the outcomes of AKI from retrospective cohort studies and experimental animal models is coherent however both of these forms of evidence have intrinsic biases and shortcomings. The relationship between AKI and risk of death is maintained across a range of patient ages, comorbidities and underlying diagnoses. In conclusion many features of the relationship between AKI and short-term mortality suggest causality. Prevention and mitigation of AKI and its complications are valid targets for studies seeking to improve short-term survival in critical care.

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1093/ckj/sfz158

Cites

1 of 1 references verified0 citation errors · 0 not checkable

Statistics

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Cites

Flagged first, then by citations

Research works printed but not linked: 98

  1. [1]Hoste EAJ, Kellum JA. Acute kidney injury: epidemiology and diagnostic criteria. Curr Opin Crit Care 2006; 12: 531– 537 17077682
  2. [2]Barrantes F, Tian JM, Vazquez R et al Acute kidney injury criteria predict outcomes of critically ill patients. Crit Care Med 2008; 36: 1397– 1403 18434915
  3. [3]Mandelbaum T, Scott DJ, Lee J. Outcome of critically ill patients with acute kidney injury using the Acute Kidney Injury Network criteria. Crit Care Med 2011; 39: 2659– 2664 21765352 PMC3213281
  4. [4]Rimes-Stigare C, Frumento P, Bottai M et al Evolution of chronic renal impairment and long-term mortality after de novo acute kidney injury in the critically ill; a Swedish multi-centre cohort study. Crit Care 2015; 19: 221 25944032 PMC4457200
  5. [5]Coca SG, Singanamala S, Parikh CR. Chronic kidney disease after acute kidney injury: a systematic review and meta-analysis. Kidney Int 2012; 81: 442– 448 22113526 PMC3788581
  6. [6]Bagshaw SM, Uchino S, Bellomo R et al Septic acute kidney injury in critically ill patients: clinical characteristics and outcomes. Clin J Am Soc Nephrol 2007; 2: 431– 439 17699448
  7. [7]Christopher KB. Excess mortality attributable to acute kidney injury in the ICU. Crit Care Med 2014; 42: 992– 993 24633102
  8. [8]Bellomo R, Ronco C, Kellum JA et al Acute renal failure – definition, outcome measures, animal models, fluid therapy and information technology needs: the Second International Consensus Conference of the Acute Dialysis Quality Initiative (ADQI) Group. Crit Care 2004; 8: R204– R212 15312219 PMC522841
  9. [9]Hill AB. The environment and disease: association or causation? J R Soc Med 2015; 108: 32– 37 25572993 PMC4291332
  10. [10]Xu K, Rosenstiel P, Paragas N et al Unique transcriptional programs identify subtypes of AKI. J Am Soc Nephrol 2016; 28: ASN.2016090974 PMC5461802 28028135
  11. [11]Barasch J, Zager R, Bonventre JV. Acute kidney injury: a problem of definition. Lancet 2017; 389: 779– 781 28248160 PMC5460771
  12. [12]Basile DP, Anderson MD, Sutton TA. Pathophysiology of acute kidney injury. Compr Physiol 2012; 2: 1303– 1353 23798302 PMC3919808
  13. [13]Bonventre JV, Yang L. Cellular pathophysiology of ischemic acute kidney injury. J Clin Invest 2011; 121: 4210– 4221 22045571 PMC3204829
  14. [14]Kellum JA, Prowle JR. Paradigms of acute kidney injury in the intensive care setting. Nat Rev Nephrol 2018; 14: 217– 230 29355173
  15. [15]Hoste EAJ, De Corte W. Clinical consequences of acute kidney injury. Contrib Nephrol 2011; 174: 56– 64 21921609
  16. [16]Bouchard J, Soroko SB, Chertow GM et al Fluid accumulation, survival and recovery of kidney function in critically ill patients with acute kidney injury. Kidney Int 2009; 76: 422– 427 19436332
  17. [17]Teixeira C, Garzotto F, Piccinni P et al Fluid balance and urine volume are independent predictors of mortality in acute kidney injury. Crit Care 2013; 17: R14 23347825 PMC4057508
  18. [18]Prowle JR, Echeverri JE, Ligabo EV et al Fluid balance and acute kidney injury. Nat Rev Nephrol 2010; 6: 107– 115 20027192
  19. [19]Liborio AB, Leite TT, Neves FMD et al AKI complications in critically ill patients: association with mortality rates and RRT. Clin J Am Soc Nephrol 2015; 10: 21– 28 25376761 PMC4284413
  20. [20]Payen D, de Pont AC, Sakr Y et al A positive fluid balance is associated with a worse outcome in patients with acute renal failure. Crit Care 2008; 12: R74 18533029 PMC2481469
  21. [21]Grams ME, Estrella MM, Coresh J et al Fluid balance, diuretic use, and mortality in acute kidney injury. Clin J Am Soc Nephrol 2011; 6: 966– 973 21393482 PMC3087792
  22. [22]Ostermann M, Oudemans-van Straaten HM, Forni LG. Fluid overload and acute kidney injury: cause or consequence? Crit Care 2015; 19: 443 26707872 PMC4699346
  23. [23]Hoste E, Bagshaw S, Bellomo R et al Epidemiology of acute kidney injury in critically ill patients: the multinational AKI-EPI study. Intensive Care Med 2015; 41: 1411– 1423 26162677
  24. [24]Elseviers MM, Lins RL, Van der Niepen P et al Renal replacement therapy is an independent risk factor for mortality in critically ill patients with acute kidney injury. Crit Care 2010; 14: R221 21122146 PMC3219996
  25. [25]Barbar SD, Clere-Jehl R, Bourredjem A et al Timing of renal-replacement therapy in patients with acute kidney injury and sepsis. N Engl J Med 2018; 379: 1431– 1442 30304656
  26. [26]Bellomo R, Cass A, Cole L et al An observational study fluid balance and patient outcomes in the randomized evaluation of normal vs. augmented level of replacement therapy trial. Crit Care Med 2012; 40: 1753– 1760 22610181
  27. [27]Vaara ST, Korhonen AM, Kaukonen KM et al Fluid overload is associated with an increased risk for 90-day mortality in critically ill patients with renal replacement therapy: data from the prospective FINNAKI study. Crit Care 2012; 16: R197 23075459 PMC3682299
  28. [28]Murugan R, Kerti SJ, Chang CH et al Association of net ultrafiltration rate with mortality among critically ill adults with acute kidney injury receiving continuous venovenous hemodiafiltration: a secondary analysis of the Randomized Evaluation of Normal vs Augmented Level (RENAL) of renal replacement therapy trial. JAMA Netw Open 2019; 2: e195418 31173127 PMC6563576
  29. [29]Grams ME, Rabb H. The distant organ effects of acute kidney injury. Kidney Int 2012; 81: 942– 948 21814177
  30. [30]Kramer AA, Postler G, Salhab KF et al Renal ischemia reperfusion leads to macrophage-mediated increase in pulmonary vascular permeability. Kidney Int 1999; 55: 2362– 2367 10354283
  31. [31]Ko GJ, Rabb H, Hassoun HT. Kidney-lung crosstalk in the critically ill patient. Blood Purif 2009; 28: 75– 83 19439927 PMC2914422
  32. [32]Liu M, Liang Y, Chigurupati S et al Acute kidney injury leads to inflammation and functional changes in the brain. J Am Soc Nephrol 2008; 19: 1360– 1370 18385426 PMC2440297
  33. [33]Go AS, Chertow GM, Fan DJ et al Chronic kidney disease and the risks of death, cardiovascular events, and hospitalization. N Engl J Med 2004; 351: 1296– 1305 15385656
  34. [34]Weiner DE, Tighiouart H, Amin MG et al Chronic kidney disease as a risk factor for cardiovascular disease and all-cause mortality: a pooled analysis of community-based studies. J Am Soc Nephrol 2004; 15: 1307– 1315 15100371
  35. [35]James MT, Ghali WA, Knudtson ML et al Associations between acute kidney injury and cardiovascular and renal outcomes after coronary angiography. Circulation 2011; 123: 409– 416 21242477
  36. [36]Anzai A, Anzai T, Naito K et al Prognostic significance of acute kidney injury after reperfused ST-elevation myocardial infarction: synergistic acceleration of renal dysfunction and left ventricular remodeling. J Card Fail 2010; 16: 381– 389 20447573
  37. [37]Odutayo A, Wong CX, Farkouh M et al AKI and long-term risk for cardiovascular events and mortality. J Am Soc Nephrol 2017; 28: 377– 387 27297949 PMC5198285
  38. [38]Wu VC, Wu CH, Huang TM et al Long-term risk of coronary events after AKI. J Am Soc Nephrol 2014; 25: 595– 605 24503241 PMC3935592
  39. [39]Hansen MK, Gammelager H, Mikkelsen MM et al Post-operative acute kidney injury and five-year risk of death, myocardial infarction, and stroke among elective cardiac surgical patients: a cohort study. Crit Care 2013; 17: R292 24330762 PMC4057271
  40. [40]Mahmoud H, Forni LG, McIntyre CW et al Myocardial stunning occurs during intermittent haemodialysis for acute kidney injury. Intensive Care Med 2017; 43: 942– 944 28352974 PMC5487536
  41. [41]Shen WC, Chou YH, Huang HP et al Induced pluripotent stem cell-derived endothelial progenitor cells attenuate ischemic acute kidney injury and cardiac dysfunction. Stem Cell Res Ther 2018; 9: 12 30526689 PMC6288873
  42. [42]Bonventre JV, Zuk A. Ischemic acute renal failure: an inflammatory disease? Kidney Int 2004; 66: 480– 485 15253693
  43. [43]Bernier-Jean A, Beaubien-Souligny W, Ducruet T et al Risk of de novo infection following acute kidney injury: a retrospective cohort study. J Crit Care 2018; 48: 9– 14 30121515
  44. [44]Lai TS, Wang CY, Pan SC et al Risk of developing severe sepsis after acute kidney injury: a population-based cohort study. Crit Care 2013; 17: R231 24119576 PMC4056572
  45. [45]Singbartl K, Formeck CL, Kellum JA. Kidney-immune system crosstalk in AKI. Semin Nephrol 2019; 39: 96– 106 30606411
  46. [46]Andres-Hernando A, Dursun B, Altmann C et al Cytokine production increases and cytokine clearance decreases in mice with bilateral nephrectomy. Nephrol Dial Transplant 2012; 27: 4339– 4347 22778179 PMC3520082
  47. [47]Cohen G, Ilic D, Raupachova J et al Resistin inhibits essential functions of polymorphonuclear leukocytes. J Immunol 2008; 181: 3761– 3768 18768828
  48. [48]Vandijck DM, Oeyen S, Decruyenaere JM et al Acute kidney injury, length of stay, and costs in patients hospitalized in the intensive care unit. Acta Clin Belg 2007; 62: 341– 345 18283996
  49. [49]Chertow GM, Burdick E, Honour M et al Acute kidney injury, mortality, length of stay, and costs in hospitalized patients. J Am Soc Nephrol 2005; 16: 3365– 3370 16177006
  50. [50]Hoste EAJ, Blot SI, Lameire NH et al Effect of nosocomial bloodstream infection on the outcome of critically ill patients with acute renal failure treated with renal replacement therapy. J Am Soc Nephrol 2004; 15: 454– 462 14747393
  51. [51]Lo LJ, Go AS, Chertow GM et al Dialysis-requiring acute renal failure increases the risk of progressive chronic kidney disease. Kidney Int 2009; 76: 893– 899 19641480 PMC2771754
  52. [52]Venkatachalam MA, Griffin KA, Lan RP et al Acute kidney injury: a springboard for progression in chronic kidney disease. Am J Physiol Renal Physiol 2010; 298: F1078– F1094 20200097 PMC2867413
  53. [53]Hill AB. The environment and disease: association or causation? Proc R Soc Med 1965; 58: 295– 300 14283879 PMC1898525
  54. [54]Fan E, Brodie D, Slutsky AS. Acute respiratory distress syndrome advances in diagnosis and treatment. JAMA 2018; 319: 698– 710 29466596
  55. [55]Calfee CS, Delucchi KL, Sinha P et al Acute respiratory distress syndrome subphenotypes and differential response to simvastatin: secondary analysis of a randomised controlled trial. Lancet Respir Med 2018; 6: 691– 698 30078618 PMC6201750
  56. [56]Zambon M, Vincent JL. Mortality rates for patients with acute lung injury/ARDS have decreased over time. Chest 2008; 133: 1120– 1127 18263687
  57. [57]Maca J, Jor O, Holub M et al Past and present ARDS mortality rates: a systematic review. Respir Care 2017; 62: 113– 122 27803355
  58. [58]Villar J, Blanco J, Anon JM et al The ALIEN study: incidence and outcome of acute respiratory distress syndrome in the era of lung protective ventilation. Intensive Care Med 2011; 37: 1932– 1941 21997128
  59. [59]Herridge MS, Tansey CM, Matte A et al Functional disability 5 years after acute respiratory distress syndrome. N Engl J Med 2011; 364: 1293– 1304 21470008
  60. [60]Chawla LS, Eggers PW, Star RA et al Acute kidney injury and chronic kidney disease as interconnected syndromes. N Engl J Med 2014; 371: 58– 66 24988558 PMC9720902
  61. [61]Bagshaw SM, George C, Bellomo R et al A comparison of the RIFLE and AKIN criteria for acute kidney injury in critically ill patients. Nephrol Dial Transplant 2008; 23: 1569– 1574 18281319
  62. [62]Roy AK, Mc Gorrian C, Treacy C et al A comparison of traditional and novel definitions (RIFLE, AKIN, and KDIGO) of acute kidney injury for the prediction of outcomes in acute decompensated heart failure. Cardiorenal Med 2013; 3: 26– 37 23801998 PMC3678145
  63. [63]Siew ED, Davenport A. The growth of acute kidney injury: a rising tide or just closer attention to detail? Kidney Int 2015; 87: 46– 61 25229340 PMC4281297
  64. [64]Hoste EAJ, Clermont G, Kersten A et al RIFLE criteria for acute kidney injury are associated with hospital mortality in critically ill patients: a cohort analysis. Crit Care 2006; 10: R73 16696865 PMC1550961
  65. [65]Nisula S, Kaukonen KM, Vaara ST et al Incidence, risk factors and 90-day mortality of patients with acute kidney injury in Finnish intensive care units: the FINNAKI study. Intensive Care Med 2013; 39: 420– 428 23291734
  66. [66]Harris DG, McCrone MP, Koo G et al Epidemiology and outcomes of acute kidney injury in critically ill surgical patients. J Crit Care 2015; 30: 102– 106 25171816
  67. [67]Masewu A, Makulo JR, Lepira F et al Acute kidney injury is a powerful independent predictor of mortality in critically ill patients: a multicenter prospective cohort study from Kinshasa, the Democratic Republic of Congo. BMC Nephrol 2016; 17: 118 27557748 PMC4997778
  68. [68]Reddy NPK, Ravi KP, Dhanalakshmi P et al Epidemiology, outcomes and validation of RIFLE and AKIN criteria in acute kidney injury (AKI) in critically ill patients: Indian perspective. Ren Fail 2014; 36: 831– 837 24690029
  69. [69]Ralib AM, Nor M. Acute kidney injury in a Malaysian intensive care unit: assessment of incidence, risk factors, and outcome. J Crit Care 2015; 30: 636– 642 25701354
  70. [70]Lerolle N, Nochy D, Guerot E et al Histopathology of septic shock induced acute kidney injury: apoptosis and leukocytic infiltration. Intensive Care Med 2010; 36: 471– 478 19924395
  71. [71]Hjortrup PB, Haase N, Bundgaard H et al Restricting volumes of resuscitation fluid in adults with septic shock after initial management: the CLASSIC randomised, parallel-group, multicentre feasibility trial. Intensive Care Med 2016; 42: 1695– 1705 27686349
  72. [72]Myles PS, Bellomo R, Corcoran T et al Restrictive versus liberal fluid therapy for major abdominal surgery. N Engl J Med 2018; 378: 2263– 2274 29742967
  73. [73]Murugan R, Balakumar V, Kerti SJ et al Net ultrafiltration intensity and mortality in critically ill patients with fluid overload. Crit Care 2018; 22: 223 30244678 PMC6151928
  74. [74]Wu CL, Kor CT, Chang CC et al Association of statin use with mortality after dialysis-requiring acute kidney injury: a population-based cohort study. Mayo Clin Proc 2018; 93: 1474– 1483 30286832
  75. [75]Brar S, Ye F, James M et al Statin use and survival after acute kidney injury. Kidney Int Rep 2016; 1: 279– 287 29142930 PMC5678614
  76. [76]Thakar CV, Christianson A, Freyberg R et al Incidence and outcomes of acute kidney injury in intensive care units: a veterans administration study. Crit Care Med 2009; 37: 2552– 2558 19602973
  77. [77]Clec'h C, Gonzalez F, Lautrette A et al Multiple-center evaluation of mortality associated with acute kidney injury in critically ill patients: a competing risks analysis. Crit Care 2011; 15: R128 21586153 PMC3218994
  78. [78]Ostermann M, Chang R, Riyadh I. Correlation between the AKI classification and outcome. Crit Care 2008; 12: R144 19019254 PMC2646305
  79. [79]Han WK, Waikar SS, Johnson A et al Urinary biomarkers in the early diagnosis of acute kidney injury. Kidney Int 2008; 73: 863– 869 18059454 PMC2586909
  80. [80]Obermuller N, Geiger H, Weipert C et al Current developments in early diagnosis of acute kidney injury. Int Urol Nephrol 2014; 46: 1– 7 23673775
  81. [82]Connell A, Montgomery H, Martin P et al Evaluation of a digitally-enabled care pathway for acute kidney injury management in hospital emergency admissions. NPJ Digit Med 2019; 2: 67 31396561 PMC6669220
  82. [83]Wilson FP, Shashaty M, Testani J et al Automated, electronic alerts for acute kidney injury: a single-blind, parallel-group, randomised controlled trial. Lancet 2015; 385: 1966– 1974 25726515 PMC4475457
  83. [85]Kolhe NV, Staples D, Reilly T et al Impact of compliance with a care bundle on acute kidney injury outcomes: a prospective observational study. PLoS One 2015; 10: e0132279 26161979 PMC4498890
  84. [86]Kolhe NV, Reilly T, Leung J et al A simple care bundle for use in acute kidney injury: a propensity score-matched cohort study. Nephrol Dial Transplant 2016; 31: 1846– 1854 27190331
  85. [87]Srisawat N, Sileanu FE, Murugan R et al Variation in risk and mortality of acute kidney injury in critically iii patients: a multicenter study. Am J Nephrol 2015; 41: 81– 88 25677982
  86. [88]George TJ, Arnaoutakis GJ, Beaty CA et al Acute kidney injury increases mortality after lung transplantation. Ann Thorac Surg 2012; 94: 185– 192 22325467 PMC3601658
  87. [89]Klaus F, da Silva CK, Meinerz G et al Acute kidney injury after liver transplantation: incidence and mortality. Transplant Proc 2014; 46: 1819– 1821 25131045
  88. [90]Bihorac A, Yavas S, Subbiah S et al Long-term risk of mortality and acute kidney injury during hospitalization after major surgery. Ann Surg 2009; 249: 851– 858 19387314
  89. [91]Hobson CE, Yavas S, Segal MS et al Acute kidney injury is associated with increased long-term mortality after cardiothoracic surgery. Circulation 2009; 119: 2444– 2453 19398670
  90. [92]Uchino S, Bellomo R, Goldsmith D et al An assessment of the RIFLE criteria for acute renal failure in hospitalized patients. Crit Care Med 2006; 34: 1913– 1917 16715038
  91. [93]Wang HE, Muntner P, Chertow GM et al Acute kidney injury and mortality in hospitalized patients. Am J Nephrol 2012; 35: 349– 355 22473149 PMC3362180
  92. [94]Schneider J, Khemani R, Grushkin C et al Serum creatinine as stratified in the RIFLE score for acute kidney injury is associated with mortality and length of stay for children in the pediatric intensive care unit. Crit Care Med 2010; 38: 933– 939 20124891
  93. [95]Li S, Krawczeski CD, Zappitelli M et al Incidence, risk factors, and outcomes of acute kidney injury after pediatric cardiac surgery: a prospective multicenter study. Crit Care Med 2011; 39: 1493– 1499 21336114 PMC3286600
  94. [96]Alkandari O, Eddington KA, Hyder A et al Acute kidney injury is an independent risk factor for pediatric intensive care unit mortality, longer length of stay and prolonged mechanical ventilation in critically ill children: a two-center retrospective cohort study. Crit Care 2011; 15: R146 21663616 PMC3219018
  95. [97]Askenazi DJ, Koralkar R, Hundley HE et al Fluid overload and mortality are associated with acute kidney injury in sick near-term/term neonate. Pediatr Nephrol 2013; 28: 661– 666 23224224 PMC5545796
  96. [98]Chao CT, Wu VC, Lai CF et al Advanced age affects the outcome-predictive power of RIFLE classification in geriatric patients with acute kidney injury. Kidney Int 2012; 82: 920– 927 22763817
  97. [99]Gong Y, Zhang F, Ding F et al Elderly patients with acute kidney injury (AKI): clinical features and risk factors for mortality. Arch Gerontol Geriatr 2012; 54: E47– E51 21684023
  98. [100]Fedak KM, Bernal A, Capshaw ZA et al Applying the Bradford Hill criteria in the 21st century: how data integration has changed causal inference in molecular epidemiology. Emerg Themes Epidemiol 2015; 12: 14 26425136 PMC4589117

Cited by

Sorted by citations

Authors
Girling, B. J., Channon, S. W., Haines, R. W., & Prowle, J. R.
Affiliations
  • Queen Mary University of London (GB)
  • Critical Care and Perioperative Medicine Research Group, William Harvey Research Institute, Barts and the London School of Medicine & Dentistry, Queen Mary University of London, London, UK
Corresponding author
Girling, Benedict J
Venue
Clinical Kidney Journal
Published
2019-11-18
Volume
13
Issue
2
Pages
133-141
ISSN
  • 2048-8505 (ISSN-L)
  • 2048-8513
OpenAlex
W2987857474
Cited by
40
References
1
Citations by year
2026: 5 · 2025: 6 · 2024: 6 · 2023: 4 · 2022: 5 · 2021: 13 · 2019: 1
FWCI
0.74
Type
journal article
Language
en
Open access
Locations
  • Clinical Kidney Journal (publishedVersion, cc-by-nc)
  • PubMed Central (publishedVersion, cc-by-nc)
  • PubMed (publishedVersion)
  • Queen Mary Research Online (Queen Mary University of London) (submittedVersion, cc-by-nc)
  • Spiral (Imperial College London) (submittedVersion, other-oa)
Topics
  • Health Sciences › Medicine › Nephrology › Acute Kidney Injury Research
  • Health Sciences › Medicine › Nephrology › Chronic Kidney Disease and Diabetes
  • Health Sciences › Medicine › Epidemiology › Sepsis Diagnosis and Treatment
Keywords
acute kidney injury, critical illness, mortality, Bradford Hill criteria, causality, multiple organ failure, organ crosstalk, acute respiratory distress syndrome, biological gradient, short-term survival, renal dysfunction

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review