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Posts by Tyler G. James, PhD, MCHES

Internal Medicine offered 11,632 categorical and primary positions — 280 more than in 2025 — and filled 11,078 positions, resulting in a 95.2 percent fill rate, a 1.6 percentage‑point decrease from last year.
Internal Medicine-Pediatrics offered 404 positions — six more than in 2025 — and achieved a 100 percent fill rate, a 0.8 percentage‑point increase from prior year.
Pediatrics offered 3,185 positions this year — eight fewer than in 2025 — and filled 3,006 positions, resulting in a 94.4 percent fill rate, a 0.9 percentage‑point decrease from last year.
Family Medicine offered 5,491 positions in 2026 — an increase of 134 from 2025 — but the fill rate declined from 85.0 percent to 83.6 percent, leaving 899 positions unfilled; despite this decrease, the total number of applicants matching into the specialty increased compared with the prior year.

Internal Medicine offered 11,632 categorical and primary positions — 280 more than in 2025 — and filled 11,078 positions, resulting in a 95.2 percent fill rate, a 1.6 percentage‑point decrease from last year. Internal Medicine-Pediatrics offered 404 positions — six more than in 2025 — and achieved a 100 percent fill rate, a 0.8 percentage‑point increase from prior year. Pediatrics offered 3,185 positions this year — eight fewer than in 2025 — and filled 3,006 positions, resulting in a 94.4 percent fill rate, a 0.9 percentage‑point decrease from last year. Family Medicine offered 5,491 positions in 2026 — an increase of 134 from 2025 — but the fill rate declined from 85.0 percent to 83.6 percent, leaving 899 positions unfilled; despite this decrease, the total number of applicants matching into the specialty increased compared with the prior year.

Not a good match day for primary care; all filled fewer positions this year than last.

We need more doctors; OECD (wealthy developed countries) average is 3.9 practicing physicians per 1,000 population; US has 2.7 (Germany 4.7, Italy 5.4, France 3.9).

Ugh.

1 month ago 27 14 2 1
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Notices of new funding opportunities (NOFOs) are down by 90%.

As of March 3, the #NIH gave out 74% fewer new awards than the avg for the same period in 2021-2024.

Only 2 grants have been awarded from the National Cancer Institute since Oct 2025.

A pattern emerges.

🧪 archive.today/5hBFV

1 month ago 81 66 3 2
Preview
NIH FFS: The Freedom From Science Lab Leak Lecture Series The NIH Director invited a conspiracy theorist to present his evidence-free,views on how the pandemic started. So I brought my co-conspirators to set them straight.

Highly recommend watching open.substack.com/live-stream/... if you are interested in a scientific discussion of the origin of COVID-19 and some of the politics about pushing particular narratives.

1 month ago 17 7 1 0
Data Organization in Spreadsheets
Karl W. Broman
& Kara H. Woo
Pages 2-10 | Received 01 Jun 2017, Accepted author version posted online: 29 Sep 2017, Published online: 24 Apr 2018

    1. Introduction
    2. Be Consistent
    3. Choose Good Names for Things
    4. Write Dates as YYYY-MM-DD
    5. No Empty Cells
    6. Put Just One Thing in a Cell
    7. Make it a Rectangle
    8. Create a Data Dictionary
    9. No Calculations in the Raw Data Files
    10. Do Not Use Font Color or Highlighting as Data
    11. Make Backups
    12. Use Data Validation to Avoid Errors
    13. Save the Data in Plain Text Files

ABSTRACT

Spreadsheets are widely used software tools for data entry, storage, analysis, and visualization. Focusing on the data entry and storage aspects, this article offers practical recommendations for organizing spreadsheet data to reduce errors and ease later analyses. The basic principles are: be consistent, write dates like YYYY-MM-DD, do not leave any cells empty, put just one thing in a cell, organize the data as a single rectangle (with subjects as rows and variables as columns, and with a single header row), create a data dictionary, do not include calculations in the raw data files, do not use font color or highlighting as data, choose good names for things, make backups, use data validation to avoid data entry errors, and save the data in plain text files.

Data Organization in Spreadsheets Karl W. Broman & Kara H. Woo Pages 2-10 | Received 01 Jun 2017, Accepted author version posted online: 29 Sep 2017, Published online: 24 Apr 2018 1. Introduction 2. Be Consistent 3. Choose Good Names for Things 4. Write Dates as YYYY-MM-DD 5. No Empty Cells 6. Put Just One Thing in a Cell 7. Make it a Rectangle 8. Create a Data Dictionary 9. No Calculations in the Raw Data Files 10. Do Not Use Font Color or Highlighting as Data 11. Make Backups 12. Use Data Validation to Avoid Errors 13. Save the Data in Plain Text Files ABSTRACT Spreadsheets are widely used software tools for data entry, storage, analysis, and visualization. Focusing on the data entry and storage aspects, this article offers practical recommendations for organizing spreadsheet data to reduce errors and ease later analyses. The basic principles are: be consistent, write dates like YYYY-MM-DD, do not leave any cells empty, put just one thing in a cell, organize the data as a single rectangle (with subjects as rows and variables as columns, and with a single header row), create a data dictionary, do not include calculations in the raw data files, do not use font color or highlighting as data, choose good names for things, make backups, use data validation to avoid data entry errors, and save the data in plain text files.

Every day is a good day for sharing one of the most useful papers about research data ever written. PLEASE get your people to understand and follow this advice.

www.tandfonline.com/doi/full/10....

1 month ago 1050 402 31 47

There are many problems with this statement from Director Bhattacharya.

(1) As @michaeldgreen.phd notes, applicants have no option to requests multi-year funding.

An applicant may request a front-loaded budget with more funding in early years with justification (may or may not be approved).

1/6

1 month ago 76 33 1 0
Line graph of the number of NIH projects funded by NIH in fiscal year 2026 through February 20, compared to fiscal years 2020-2025. The fiscal year 2026 is following the curve for fiscal year 2025 but offset due to the government shutdown that occurred at the beginning of the fiscal year.

Line graph of the number of NIH projects funded by NIH in fiscal year 2026 through February 20, compared to fiscal years 2020-2025. The fiscal year 2026 is following the curve for fiscal year 2025 but offset due to the government shutdown that occurred at the beginning of the fiscal year.

My weekly update on NIH

All projects

1/4

1 month ago 30 23 3 2

As an Associate Editor, working with Manuscript Central is awful. As an author, working with JMIR's submission is not very user-friendly. Surely there is a better way to facilitate peer review?

1 month ago 2 0 0 0

#blackhistorymonth

Charles Richard Drew is considered the father of the modern day blood bank. He pioneered the preservation and use of blood plasma during WWII.

www.acs.org/education/wh...

2 months ago 22 7 0 0
Preview
Introducing the Data Checkup: A Framework for Assessing the Health of Federal Datasets | America's Data Index February 04, 2026

Really great work from @dataindex.us
Excited to see this important work!
dataindex.us/newsletter/a...

2 months ago 14 3 0 0
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A line plot with the numbers of NSF awards for fiscal years 2021-2026. The curve for fiscal year 2026 is quite a bit lower than those for 2021-2025 while the curve for fiscal year 2026 (in red) is much lower than all through the same date.

A line plot with the numbers of NSF awards for fiscal years 2021-2026. The curve for fiscal year 2026 is quite a bit lower than those for 2021-2025 while the curve for fiscal year 2026 (in red) is much lower than all through the same date.

But, as they say, there is no time like the present

[OK, maybe the 1930s if you want to nitpick]

But, with some data wrangling, my first NSF Funding Curves!

2/3

2 months ago 66 72 7 9

As I said in the Senate last year, "Dismantling #AHRQ will have nationwide consequences. It weakens evidence-based care. It hinders health care from addressing emerging threats and dismantles grant programs that support current research and the training of future researchers." #Healthcare

3 months ago 2 1 0 0
A line graph showing all NIH projects funded through January 23, 2026 for fiscal year 2026 compared to fiscal years 2021-2025. The fiscal year 2026 curve lies substantially below the other curves.

A line graph showing all NIH projects funded through January 23, 2026 for fiscal year 2026 compared to fiscal years 2021-2025. The fiscal year 2026 curve lies substantially below the other curves.

My weekly update

(Grants with Notice of Award dates up to 1/23/26)

All projects

1/3

2 months ago 77 40 2 4

New article at Disability and Health Journal: Burden of pneumococcal disease among adults with cerebral palsy

www.sciencedirect.com/science/article/pii/S193...

#DisabilityHealth

2 months ago 1 0 0 0

New article at Disability and Health Journal: Health Literacy and Structural Poverty: Missing Mediators in the Disability–COVID-19 Stressor Nexus

www.sciencedirect.com/science/article/pii/S193...

#DisabilityHealth

2 months ago 1 0 0 0

New article at Disability and Health Journal: Health Literacy and Structural Poverty: Missing Mediators in the Disability–COVID-19 Stressor Nexus

www.sciencedirect.com/science/article/pii/S193...

#Disability

2 months ago 0 0 0 0

New article at Disability and Health Journal: Burden of pneumococcal disease among adults with cerebral palsy

www.sciencedirect.com/science/article/pii/S193...

#Disability

2 months ago 0 0 0 0

New article at Disability and Health Journal: Disability inclusion for early childhood care and development: the twin-track approach

www.sciencedirect.com/science/article/pii/S193...

#Disability

3 months ago 1 0 0 0

New article at Disability and Health Journal: Disability inclusion for early childhood care and development: the twin-track approach

www.sciencedirect.com/science/article/pii/S193...

#DisabilityHealth

3 months ago 1 0 0 0

New article at Disability and Health Journal: National Trends in Orthopaedic Surgical Procedures Among Adults with Spina Bifida: A MarketScan Database Study

www.sciencedirect.com/science/article/pii/S193...

#Disability

3 months ago 0 0 0 0
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New article at Disability and Health Journal: National Trends in Orthopaedic Surgical Procedures Among Adults with Spina Bifida: A MarketScan Database Study

www.sciencedirect.com/science/article/pii/S193...

#DisabilityHealth

3 months ago 0 0 0 0

New article at Disability and Health Journal: Predictors of concern about falling among adults who use wheelchairs and/or motorized mobility scooters full-time: a cross-sectional study

www.sciencedirect.com/science/article/pii/S193...

#Disability

3 months ago 1 0 0 0

New article at Disability and Health Journal: Predictors of concern about falling among adults who use wheelchairs and/or motorized mobility scooters full-time: a cross-sectional study

www.sciencedirect.com/science/article/pii/S193...

#DisabilityHealth

3 months ago 0 0 0 0

New article at Disability and Health Journal: Navigating Child SSI: A Qualitative Study of Systemic, Family, and Provider-Level Influences

www.sciencedirect.com/science/article/pii/S193...

#DisabilityHealth

3 months ago 1 0 0 0

New article at Disability and Health Journal: Navigating Child SSI: A Qualitative Study of Systemic, Family, and Provider-Level Influences

www.sciencedirect.com/science/article/pii/S193...

#Disability

3 months ago 1 0 0 0

New article at Disability and Health Journal: Physical activity for weight loss maintenance in people with and without physical disability: The international weight control registry

www.sciencedirect.com/science/article/pii/S193...

#Disability

3 months ago 1 0 0 0

New article at Disability and Health Journal: Physical activity for weight loss maintenance in people with and without physical disability: The international weight control registry

www.sciencedirect.com/science/article/pii/S193...

#DisabilityHealth

3 months ago 0 0 0 0

We are a rogue state, run by a dictator, and the international community should treat us as such including all appropriate economic and diplomatic sanctions

3 months ago 11539 2924 271 120

New article at Disability and Health Journal: Health-Care Utilization After Domestic Violence: A Nationwide Study in Taiwan Comparing Individuals With and Without Intellectual Disability

www.sciencedirect.com/science/article/pii/S193...

#DisabilityHealth

3 months ago 0 0 0 0

New article at Disability and Health Journal: Health-Care Utilization After Domestic Violence: A Nationwide Study in Taiwan Comparing Individuals With and Without Intellectual Disability

www.sciencedirect.com/science/article/pii/S193...

#Disability

3 months ago 0 0 0 0
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New article at Disability and Health Journal: Disability competencies in the licensure examinations of health professions

www.sciencedirect.com/science/article/pii/S193...

#Disability

3 months ago 0 0 0 0