Leaderboard

Bioinformatics leaderboard and report-card presentation

The format shows citation velocity, journal integrity, and combined journal integrity factors side by side.

The IJS leaderboard reports the elite tier for a specific research category as the True Impact Function™ or TIF, together with its Journal Integrity Score™ or JIS, and Σ JIS, so that scholars can note both how quickly work is being cited and to what degree of friction or fairness accompanies publication in that venue. The JIS code indicates favorable/unfavorable conditions to authors (1/0) for Retractions, Formatting, Limits, Forms, Speed, Copyright, Cost. See Methodology for info. Scores are based on publicly available information and standardized evaluation criteria defined by Ignatius Journal Services™. Values are subject to refinement as additional data become available.

2026 Leaderboard: Bioinformatics

Index year = 2024  |  Analysis date = April 13, 2026  |  Source = Harzing's Publish or Perish polling OpenAlex

RankJournalArticlesCites2026 TIF2026 JISΣ JIS
1npj Digital Medicine3701127217.0911101004
2Lancet Digital Health140320812.8610000001
3International Journal of E-Health and Medical Communications59510.6610000001
4Journal Of Medical Systems10617849.4411001003
5Journal of The American Medical Informatics Association31549068.7410000001
6Artificial Intelligence in Medicine23532567.7711000002
7Journal Of Medical Internet Research AI729067.0610010103
8Journal Of Medical Internet Research1116136286.8500000000
9Informatics in Medicine Unlocked16618846.2611001003
10BMJ Health & Care Informatics566106.1110000001
11JMIR Medical Informatics20521845.9811000002
12Journal Of Biomedical Informatics15516335.9111000002
13PLOS Digital Health23924885.8411100104
14Journal of Healthcare Informatics Research282905.8111001003
15Frontiers in Digital Health21921935.6211100104
16Computer Methods and Programs in Biomedicine43441615.3811000002
17BMC Medical Informatics and Decision Making41539625.3610100002
18IEEE Journal of Biomedical and Health Informatics82777875.2800000000
19JMIR mHealth and uHealth16814774.9310000001
20Health Information Science and System625394.8811100003
21International Journal Of Medical Informatics33328444.7910000001
22JMIR Aging1379954.0810000001
23JMIR Serious Games1117473.7810000102
24npj mHealth362383.7110000012
25JMIR Human Factors21813483.4710000001
-Journal of Biomedical Informatics & AI - - -11111117
Journal rankings based on the True Impact Function™ (TIF).

These values are presented based on the model descrnbed in the accompanying documentation. All public posting use the audited values and exact source notes (Leaderboard source: Harzing's Publish or Perish polling OpenAlex for 2024 articles). Comparison is shown with JBIAI.

How to read the board

The disruption gap

A journal with moderate or emerging velocity but a JIS binary code of 1111111 may be more attractive to authors than a higher-velocity journal that imposes major fees, long delays, or restrictive policies.

The efficiency tax

The JIS makes visible the price authors pay in forms, delays, copyright transfer, retractions, and APCs, even when a journal’s citation profile is strong.

The report-card model

Each leaderboard entry can link to a journal-specific page showing the seven JIS pillars, the TIF analysis window, and the evidence supporting the posted score.

Next public expansion

Itemized JIS profile

For each journal, the seven individual pillar values are shown so readers can see where a score is won or lost.

Audit disclosure note

Methods - Index year: 2024, Retrieval date: April 13, 2026, Article pool: Hazing's Publish or Perish polling OpenAlex. All computations were done using SigmaPlot for Windows Ver. 15 (2022).