Ralph B. D’Agostino

256.3k total citations · 77 hit papers
1.4k papers, 175.5k citations indexed

About

Ralph B. D’Agostino is a scholar working on Cardiology and Cardiovascular Medicine, Endocrinology, Diabetes and Metabolism and Surgery. According to data from OpenAlex, Ralph B. D’Agostino has authored 1.4k papers receiving a total of 175.5k indexed citations (citations by other indexed papers that have themselves been cited), including 335 papers in Cardiology and Cardiovascular Medicine, 249 papers in Endocrinology, Diabetes and Metabolism and 167 papers in Surgery. Recurrent topics in Ralph B. D’Agostino's work include Diabetes, Cardiovascular Risks, and Lipoproteins (150 papers), Blood Pressure and Hypertension Studies (88 papers) and Lipoproteins and Cardiovascular Health (77 papers). Ralph B. D’Agostino is often cited by papers focused on Diabetes, Cardiovascular Risks, and Lipoproteins (150 papers), Blood Pressure and Hypertension Studies (88 papers) and Lipoproteins and Cardiovascular Health (77 papers). Ralph B. D’Agostino collaborates with scholars based in United States, United Kingdom and Italy. Ralph B. D’Agostino's co-authors include William B. Kannel, Peter W.F. Wilson, Philip A. Wolf, Daniel Levy, Michael Pencina, Ramachandran S. Vasan, Joseph M. Massaro, Lisa Sullivan, Emelia J. Benjamin and Albert J. Belanger and has published in prestigious journals such as New England Journal of Medicine, Proceedings of the National Academy of Sciences and The Lancet.

In The Last Decade

Ralph B. D’Agostino

1.4k papers receiving 168.8k citations

Hit Papers

Prediction of Coronary Heart Disease Using Risk Factor Ca... 1984 2026 1998 2012 1998 2008 1998 2013 1998 2.0k 4.0k 6.0k
What are hit papers?

Hit papers significantly outperform the citation benchmark for their cohort. A paper qualifies if it has ≥500 total citations, achieves ≥1.5× the top-1% citation threshold for papers in the same subfield and year (this is the minimum needed to enter the top 1%, not the average within it), or reaches the top citation threshold in at least one of its specific research topics.

  1. Prediction of Coronary Heart Disease Using Risk Factor Categories
    1998 7.2k citations Peter W.F. Wilson, Ralph B. D’Agostino et al. Circulation profile →
  2. General Cardiovascular Risk Profile for Use in Primary Care
    2008 5.3k citations Ralph B. D’Agostino, Ramachandran S. Vasan et al. Circulation profile →
  3. Propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group
    1998 4.5k citations Ralph B. D’Agostino profile →
  4. 2013 ACC/AHA Guideline on the Assessment of Cardiovascular Risk
    2013 3.9k citations Ralph B. D’Agostino, Daniel Levy et al. profile →
  5. Impact of Atrial Fibrillation on the Risk of Death
    1998 3.5k citations Emelia J. Benjamin, Philip A. Wolf et al. Circulation profile →
  6. 2013 ACC/AHA Guideline on the Assessment of Cardiovascular Risk
    2013 2.7k citations Ralph B. D’Agostino, Daniel Levy et al. Circulation profile →
  7. Plasma Homocysteine as a Risk Factor for Dementia and Alzheimer's Disease
    2002 2.7k citations Sudha Seshadri, Alexa Beiser et al. profile →
  8. Abdominal Visceral and Subcutaneous Adipose Tissue Compartments
    2007 2.2k citations Caroline S. Fox, Joseph M. Massaro et al. Circulation profile →
  9. Chronic Subclinical Inflammation as Part of the Insulin Resistance Syndrome
    2000 1.9k citations Ralph B. D’Agostino et al. Circulation profile →
  10. Extensions of net reclassification improvement calculations to measure usefulness of new biomarkers
    2010 1.9k citations Michael Pencina, Ralph B. D’Agostino et al. profile →
  11. Vitamin D Deficiency and Risk of Cardiovascular Disease
    2008 1.9k citations Thomas J. Wang, Paul F. Jacques et al. Circulation profile →
  12. Validation of the Framingham Coronary Heart Disease Prediction Scores
    2001 1.6k citations Ralph B. D’Agostino, Lisa Sullivan et al. profile →
  13. Metabolic Syndrome as a Precursor of Cardiovascular Disease and Type 2 Diabetes Mellitus
    2005 1.6k citations Peter W.F. Wilson, Ralph B. D’Agostino et al. Circulation profile →
  14. Goodness-of-Fit Techniques
    1987 1.5k citations Ralph B. D’Agostino et al. profile →
  15. Lifetime Risk for Development of Atrial Fibrillation
    2004 1.5k citations Thomas J. Wang, Martin G. Larson et al. Circulation profile →
  16. Temporal Relations of Atrial Fibrillation and Congestive Heart Failure and Their Joint Influence on Mortality
    2003 1.5k citations Thomas J. Wang, Martin G. Larson et al. Circulation profile →
  17. Overweight and obesity as determinants of cardiovascular risk: the Framingham experience.
    2002 1.4k citations Ralph B. D’Agostino, Lisa Sullivan et al. profile →
  18. A Controlled Trial of Renal Denervation for Resistant Hypertension
    2014 1.4k citations Ralph B. D’Agostino et al. profile →
  19. Probability of stroke: a risk profile from the Framingham Study.
    1991 1.4k citations Philip A. Wolf, Ralph B. D’Agostino et al. Stroke profile →
  20. Age-specific Incidence Rates of Myocardial Infarction and Angina in Women with Systemic Lupus Erythematosus: Comparison with the Framingham Study
    1997 1.4k citations Ralph B. D’Agostino et al. profile →
  21. Presentation of multivariate data for clinical use: The Framingham Study risk score functions
    2004 1.2k citations Lisa Sullivan, Joseph M. Massaro et al. profile →
  22. A Suggestion for Using Powerful and Informative Tests of Normality
    1990 1.2k citations Ralph B. D’Agostino, Albert J. Belanger et al. profile →
  23. The Prevention and Treatment of Missing Data in Clinical Trials
    2012 1.2k citations Ralph B. D’Agostino et al. profile →
  24. Overall C as a measure of discrimination in survival analysis: model specific population value and confidence interval estimation
    2004 1.1k citations Michael Pencina, Ralph B. D’Agostino profile →
  25. Lifetime Risk for Developing Congestive Heart Failure
    2002 1.1k citations Martin G. Larson, Alexa Beiser et al. Circulation profile →
  26. Combination of Isosorbide Dinitrate and Hydralazine in Blacks with Heart Failure
    2004 1.1k citations Ralph B. D’Agostino et al. profile →
  27. National Institutes of Health Consensus Development Conference Statement: Geriatric Assessment Methods for Clinical Decision‐making
    1988 1.1k citations Ralph B. D’Agostino et al. profile →
  28. Stent Thrombosis in Randomized Clinical Trials of Drug-Eluting Stents
    2007 1.1k citations Joseph M. Massaro, Ralph B. D’Agostino et al. profile →
  29. Stroke Severity in Atrial Fibrillation
    1996 1.0k citations Philip A. Wolf, Margaret Kelly‐Hayes et al. Stroke profile →
  30. On the C‐statistics for evaluating overall adequacy of risk prediction procedures with censored survival data
    2011 978 citations Michael Pencina, Ralph B. D’Agostino et al. profile →
  31. Multiple Biomarkers for the Prediction of First Major Cardiovascular Events and Death
    2006 976 citations Thomas J. Wang, Martin G. Larson et al. profile →
  32. One-Year Cardiovascular Event Rates in Outpatients With Atherothrombosis
    2007 968 citations Peter W.F. Wilson, Ralph B. D’Agostino et al. profile →
  33. Residual Lifetime Risk for Developing Hypertension in Middle-aged Women and Men
    2002 960 citations Ramachandran S. Vasan, Alexa Beiser et al. profile →
  34. Association between Plasma Homocysteine Concentrations and Extracranial Carotid-Artery Stenosis
    1995 943 citations Paul F. Jacques, Ralph B. D’Agostino et al. profile →
  35. Prediction of Lifetime Risk for Cardiovascular Disease by Risk Factor Burden at 50 Years of Age
    2006 901 citations Martin G. Larson, Ralph B. D’Agostino et al. Circulation profile →
  36. Elevated Levels of Acute-Phase Proteins and Plasminogen Activator Inhibitor-1 Predict the Development of Type 2 Diabetes
    2002 868 citations Ralph B. D’Agostino et al. profile →
  37. Biostatistics: A Methodology for the Health Sciences.
    1995 855 citations Ralph B. D’Agostino et al. profile →
  38. Low Serum Thyrotropin Concentrations as a Risk Factor for Atrial Fibrillation in Older Persons
    1994 852 citations Philip A. Wolf, Albert J. Belanger et al. profile →
  39. Left Atrial Size and the Risk of Stroke and Death
    1995 839 citations Emelia J. Benjamin, Ralph B. D’Agostino et al. Circulation profile →
  40. Body Mass Index, Metabolic Syndrome, and Risk of Type 2 Diabetes or Cardiovascular Disease
    2006 820 citations James B. Meigs, Peter W.F. Wilson et al. profile →
  41. Development of a risk score for atrial fibrillation (Framingham Heart Study): a community-based cohort study
    2009 754 citations Lisa Sullivan, Daniel Levy et al. profile →
  42. Soft Drink Consumption and Risk of Developing Cardiometabolic Risk Factors and the Metabolic Syndrome in Middle-Aged Adults in the Community
    2007 719 citations Ravi Dhingra, Lisa Sullivan et al. Circulation profile →
  43. Relation of pooled logistic regression to time dependent cox regression analysis: The framingham heart study
    1990 671 citations Ralph B. D’Agostino, Albert J. Belanger et al. profile →
  44. Plasma Concentration of C-Reactive Protein and Risk of Ischemic Stroke and Transient Ischemic Attack: The Framingham Study
    2001 634 citations Philip A. Wolf, Carlos S. Kase et al. Stroke profile →
  45. Predicting the 30-Year Risk of Cardiovascular Disease
    2009 621 citations Michael Pencina, Ralph B. D’Agostino et al. Circulation profile →
  46. Carotid-Wall Intima–Media Thickness and Cardiovascular Events
    2011 608 citations Joseph F. Polak, Michael Pencina et al. profile →
  47. Inflammatory Markers and Risk of Heart Failure in Elderly Subjects Without Prior Myocardial Infarction
    2003 607 citations Ramachandran S. Vasan, Lisa Sullivan et al. Circulation profile →
  48. The Third Generation Cohort of the National Heart, Lung, and Blood Institute's Framingham Heart Study: Design, Recruitment, and Initial Examination
    2007 593 citations Emelia J. Benjamin, Ralph B. D’Agostino et al. profile →
  49. A Risk Score for Predicting Stroke or Death in Individuals With New-Onset Atrial Fibrillation in the Community
    2003 586 citations Thomas J. Wang, Joseph M. Massaro et al. profile →
  50. Stroke risk profile: adjustment for antihypertensive medication. The Framingham Study.
    1994 574 citations Ralph B. D’Agostino, Albert J. Belanger et al. Stroke profile →
  51. The Preclinical Phase of Alzheimer Disease
    2000 571 citations Alexa Beiser, Rhoda Au et al. profile →
  52. The relation of body fat mass and distribution to markers of chronic inflammation
    2001 562 citations Ralph B. D’Agostino et al. profile →
  53. Low-Grade Albuminuria and Incidence of Cardiovascular Disease Events in Nonhypertensive and Nondiabetic Individuals
    2005 558 citations James B. Meigs, Thomas J. Wang et al. Circulation profile →
  54. Genotype Score in Addition to Common Risk Factors for Prediction of Type 2 Diabetes
    2008 550 citations James B. Meigs, Lisa Sullivan et al. profile →
  55. Metabolic Abnormalities and Cardiovascular Disease Risk Factors in Adults with Human Immunodeficiency Virus Infection and Lipodystrophy
    2001 549 citations Peter W.F. Wilson, Ralph B. D’Agostino et al. profile →
  56. The influence of gender and age on disability following ischemic stroke: the Framingham study
    2003 548 citations Margaret Kelly‐Hayes, Alexa Beiser et al. profile →
  57. Clustering of Metabolic Factors and Coronary Heart Disease
    1999 547 citations Peter W.F. Wilson, William B. Kannel et al. profile →
  58. C-Reactive Protein, the Metabolic Syndrome, and Prediction of Cardiovascular Events in the Framingham Offspring Study
    2004 546 citations Martin K. Rutter, James B. Meigs et al. Circulation profile →
  59. Impact of Atrial Fibrillation on Mortality, Stroke, and Medical Costs
    1998 542 citations Philip A. Wolf, William B. Kannel et al. profile →
  60. Lower cognitive function in the presence of obesity and hypertension: the Framingham heart study
    2003 542 citations Lisa Sullivan, Philip A. Wolf et al. profile →
  61. Comparative Determinants of 4-Year Cardiovascular Event Rates in Stable Outpatients at Risk of or With Atherothrombosis
    2010 539 citations Peter W.F. Wilson, Ralph B. D’Agostino et al. profile →
  62. Effect of Pioglitazone Compared With Glimepiride on Carotid Intima-Media Thickness in Type 2 Diabetes
    2006 532 citations Ralph B. D’Agostino et al. profile →
  63. Stenting and Medical Therapy for Atherosclerotic Renal-Artery Stenosis
    2013 525 citations Joseph M. Massaro, Ralph B. D’Agostino et al. profile →
  64. Measures of brain morphology and infarction in the framingham heart study: establishing what is normal
    2004 524 citations Joseph M. Massaro, Rhoda Au et al. profile →
  65. Parental Cardiovascular Disease as a Risk Factor for Cardiovascular Disease in Middle-aged Adults
    2004 518 citations Ralph B. D’Agostino, Daniel Levy et al. profile →
  66. Variability of Body Weight and Health Outcomes in the Framingham Population
    1991 513 citations Patricia M. Odell, Ralph B. D’Agostino et al. profile →
  67. Untreated Blood Pressure Level Is Inversely Related to Cognitive Functioning: The Framingham Study
    1993 500 citations Philip A. Wolf, Ralph B. D’Agostino et al. profile →
  68. Increasing Cardiovascular Disease Burden Due to Diabetes Mellitus
    2007 500 citations Caroline S. Fox, Ralph B. D’Agostino et al. Circulation profile →
  69. Application of New Cholesterol Guidelines to a Population-Based Sample
    2014 467 citations Michael Pencina, Ralph B. D’Agostino et al. profile →
  70. Association of Type 1 Diabetes vs Type 2 Diabetes Diagnosed During Childhood and Adolescence With Complications During Teenage Years and Young Adulthood
    2017 466 citations Dana Dabelea, Jeanette M. Stafford et al. profile →
  71. A Predictive Instrument to Improve Coronary-Care-Unit Admission Practices in Acute Ischemic Heart Disease
    1984 452 citations Ralph B. D’Agostino, Harry P. Selker et al. profile →
  72. Intermittent Claudication
    1997 450 citations Ralph B. D’Agostino, Peter W.F. Wilson et al. Circulation profile →
  73. The SEARCH for Diabetes in Youth Study: Rationale, Findings, and Future Directions
    2014 396 citations Richard F. Hamman, Ralph B. D’Agostino et al. profile →
  74. Physical distancing interventions and incidence of coronavirus disease 2019: natural experiment in 149 countries
    2020 391 citations Nazrul Islam, Stephen J. Sharp et al. BMJ profile →
  75. The Randomized Registry Trial — The Next Disruptive Technology in Clinical Research?
    2013 382 citations Ralph B. D’Agostino et al. profile →
  76. Interpreting Incremental Value of Markers Added to Risk Prediction Models
    2012 358 citations Michael Pencina, Ralph B. D’Agostino et al. profile →
  77. The Predictive Approaches to Treatment effect Heterogeneity (PATH) Statement
    2019 220 citations David M. Kent, Jessica K. Paulus et al. Annals of Internal Medicine profile →

Peers — A (Enhanced Table)

Peers by citation overlap · career bar shows stage (early→late) cites · hero ref

Name h Career Trend Papers Cites
Ralph B. D’Agostino United States 196 59.4k 32.6k 28.8k 25.8k 18.3k 1.4k 175.5k
Peter W.F. Wilson United States 156 35.2k 0.6× 29.9k 0.9× 31.0k 1.1× 14.4k 0.6× 13.3k 0.7× 646 110.5k
Salim Yusuf Canada 181 103.5k 1.7× 24.4k 0.7× 28.9k 1.0× 15.1k 0.6× 9.3k 0.5× 1.3k 157.0k
Paul M. Ridker United States 173 38.4k 0.6× 23.9k 0.7× 41.7k 1.4× 32.2k 1.2× 12.6k 0.7× 815 130.9k
Daniel Levy United States 171 90.7k 1.5× 19.4k 0.6× 25.2k 0.9× 13.8k 0.5× 11.3k 0.6× 816 143.1k
William B. Kannel United States 158 71.4k 1.2× 25.8k 0.8× 22.9k 0.8× 15.0k 0.6× 11.4k 0.6× 477 128.7k
Stuart Pocock United Kingdom 117 37.0k 0.6× 16.1k 0.5× 32.9k 1.1× 16.9k 0.7× 9.1k 0.5× 582 143.9k
Ramachandran S. Vasan United States 146 57.4k 1.0× 16.0k 0.5× 13.8k 0.5× 15.2k 0.6× 16.8k 0.9× 955 108.8k
Julian P. T. Higgins United Kingdom 118 18.8k 0.3× 11.1k 0.3× 34.4k 1.2× 23.9k 0.9× 16.3k 0.9× 471 205.3k
George Davey Smith United Kingdom 182 19.6k 0.3× 15.8k 0.5× 23.5k 0.8× 26.8k 1.0× 23.4k 1.3× 2.0k 218.3k
Jennifer Tetzlaff Canada 30 21.9k 0.4× 11.1k 0.3× 50.2k 1.7× 32.2k 1.2× 20.4k 1.1× 42 273.2k

Countries citing papers authored by Ralph B. D’Agostino

Since Specialization
Citations

This map shows the geographic impact of Ralph B. D’Agostino's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Ralph B. D’Agostino with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Ralph B. D’Agostino more than expected).

Fields of papers citing papers by Ralph B. D’Agostino

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Ralph B. D’Agostino. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Ralph B. D’Agostino. The network helps show where Ralph B. D’Agostino may publish in the future.

Co-authorship network of co-authors of Ralph B. D’Agostino

This figure shows the co-authorship network connecting the top 25 collaborators of Ralph B. D’Agostino. A scholar is included among the top collaborators of Ralph B. D’Agostino based on the total number of citations received by their joint publications. Widths of edges represent the number of papers authors have co-authored together. Node borders signify the number of papers an author published with Ralph B. D’Agostino. Ralph B. D’Agostino is excluded from the visualization to improve readability, since they are connected to all nodes in the network.

All Works

20 of 20 papers shown
1.
Thomas, Alexandra, Nathaniel S. O’Connell, Carolyn J. Park, et al.. (2023). Cardiovascular impact of near complete estrogen deprivation in premenopausal women with breast cancer: The CROWN study. American Heart Journal. 267. 33–43. 2 indexed citations
2.
3.
Chouliaras, Konstantinos, Cecilia G. Ethun, George A. Poultsides, et al.. (2020). Impact of resection margin on outcomes in high‐grade soft tissue sarcomas of the extremity—A USSC analysis. Journal of Surgical Oncology. 123(2). 479–488. 5 indexed citations
4.
Islam, Nazrul, Stephen J. Sharp, Gerardo Chowell, et al.. (2020). Physical distancing interventions and incidence of coronavirus disease 2019: natural experiment in 149 countries. BMJ. 370. m2743–m2743. 391 indexed citations breakdown →
5.
Gourgari, Evgenia, Jeanette M. Stafford, Ralph B. D’Agostino, et al.. (2020). The association of low‐density lipoprotein cholesterol with elevated arterial stiffness in adolescents and young adults with type 1 and type 2 diabetes: The SEARCH for Diabetes in Youth study. Pediatric Diabetes. 21(5). 863–870. 10 indexed citations
6.
Hassan, Sazzad, Ashok Pullikuth, Yelena Karpova, et al.. (2020). β2-adrenoreceptor Signaling Increases Therapy Resistance in Prostate Cancer by Upregulating MCL1. Molecular Cancer Research. 18(12). 1839–1848. 8 indexed citations
7.
Kent, David M., Jessica K. Paulus, David van Klaveren, et al.. (2019). The Predictive Approaches to Treatment effect Heterogeneity (PATH) Statement. Annals of Internal Medicine. 172(1). 35–45. 220 indexed citations breakdown →
8.
Il’yasova, Dora, Lynne E. Wagenknecht, Ivan Spasojević, et al.. (2015). Urinary F2-Isoprostanes and Metabolic Markers of Fat Oxidation. Oxidative Medicine and Cellular Longevity. 2015. 1–5. 9 indexed citations
9.
Rutter, Martin K., Lisa Sullivan, Caroline S. Fox, et al.. (2014). Baseline Levels, and Changes Over Time in Body Mass Index and Fasting Insulin, and Their Relationship to Change in Metabolic Trait Clustering. Metabolic Syndrome and Related Disorders. 12(7). 372–380. 10 indexed citations
10.
Jaiswal, Mamta, Tasha E. Fingerlin, Elaine M. Urbina, et al.. (2013). Impact of Glycemic Control on Heart Rate Variability in Youth with Type 1 Diabetes: The SEARCH CVD Study. Diabetes Technology & Therapeutics. 15(12). 977–983. 26 indexed citations
11.
Miller, Lance D., Lan Coffman, Jeff W. Chou, et al.. (2011). An Iron Regulatory Gene Signature Predicts Outcome in Breast Cancer. Cancer Research. 71(21). 6728–6737. 169 indexed citations
12.
Strom, Brian L., Sybil M. Eng, Gerald A. Faich, et al.. (2010). Comparative Mortality Associated With Ziprasidone and Olanzapine in Real-World Use Among 18,154 Patients With Schizophrenia: The Ziprasidone Observational Study of Cardiac Outcomes (ZODIAC). American Journal of Psychiatry. 168(2). 193–201. 77 indexed citations
13.
Chaosuwannakit, Narumol, Ralph B. D’Agostino, Craig A. Hamilton, et al.. (2009). Aortic Stiffness Increases Upon Receipt of Anthracycline Chemotherapy. Journal of Clinical Oncology. 28(1). 166–172. 112 indexed citations
14.
Pencina, Michael, Ralph B. D’Agostino, Martin G. Larson, Joseph M. Massaro, & Ramachandran S. Vasan. (2009). Predicting the 30-Year Risk of Cardiovascular Disease. Circulation. 119(24). 3078–3084. 621 indexed citations breakdown →
15.
Das, Rohit, Sudha Seshadri, Alexa Beiser, et al.. (2008). Prevalence and Correlates of Silent Cerebral Infarcts in the Framingham Offspring Study. Stroke. 39(11). 2929–2935. 212 indexed citations
16.
Lee, Douglas S., Joseph M. Massaro, Thomas J. Wang, et al.. (2007). Antecedent Blood Pressure, Body Mass Index, and the Risk of Incident Heart Failure in Later Life. Hypertension. 50(5). 869–876. 76 indexed citations
17.
Dhingra, Ravi, Lisa Sullivan, Paul F. Jacques, et al.. (2007). Soft Drink Consumption and Risk of Developing Cardiometabolic Risk Factors and the Metabolic Syndrome in Middle-Aged Adults in the Community. Circulation. 116(5). 480–488. 719 indexed citations breakdown →
18.
D’Agostino, Ralph B.. (2004). Statistical methods in clinical studies. John Wiley & Sons eBooks. 2 indexed citations
19.
Kelly‐Hayes, Margaret, Alan M. Jette, Philip A. Wolf, Ralph B. D’Agostino, & Patricia M. Odell. (1992). Functional limitations and disability among elders in the Framingham Study.. American Journal of Public Health. 82(6). 841–845. 132 indexed citations
20.
D’Agostino, Ralph B. & Albert J. Belanger. (1992). Comment on Tests of Normality. Stata technical bulletin. 1(3). 1 indexed citations

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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