•Vote-counting presented as a meta-analysis. The outcome tables (Tables 4–10) list each study's direction and p-value and end in percentages of studies; the figures called forest plots are grouped by outcome category. Counting studies ignores sample size and effect size: a trial of 5 cyclists weighs the same as one of 28 race walkers (full text, checked 2026-10-02: Tables 4–10, Figures 1–6).
•The wrong quality tool. The Newcastle-Ottawa Scale is written for cohort and case-control studies; the review applies it to crossover and parallel dietary trials and reports "adequate case definitions" in 30 studies. Randomisation, allocation concealment, carry-over and washout — the risks that matter in these designs — are not rated. The mean score is given as 7.2 ± 1.1 in the Methods and 7.4 ± 0.9 in the Results (full text, checked 2026-10-02: sections 2.4 and 4.4).
•The designs are not what the abstract and conclusion say. The abstract describes athletes "randomized" to diets and the Conclusions speak of "33 randomized controlled trials and crossover studies".The tables include two rows labelled "Cross-sectional" (athletes on a habitual diet for 9–36 months) and a 12-week study whose own abstract says athletes "self-selected" their diet, listed here as a 47-participant crossover lasting "12 days" in one table and "12 weeks" in another (full text, checked 2026-10-02: Tables 4, 6 and 9; source abstract via Europe PMC).
•Items counted as studies that are not studies of a low-carbohydrate diet. Checked against Crossref and Europe PMC: reference 22 (Bock & Kruse 2017) and reference 44 (Melby) are two-page commentaries in The Journal of Physiology; references 11, 17, 35 and 43 are single-page conference abstracts, which the review's own criteria exclude; reference 38 is a narrative review, entered as a second "cross-sectional" study of 20 ultra-endurance athletes; reference 37, entered in the VO2max table as a 4-week crossover in 13 cyclists, is the IOC consensus statement on REDs; reference 41, entered as a low-carbohydrate "5 h time trial" study in 13 cyclists, is an EEG study of neural efficiency with no diet arm; reference 34 is a trial of periodic carbohydrate restriction on three days a week, not a low-carbohydrate diet.Every DOI checked resolves to a real paper; several do not match what the tables say they tested (full text, checked 2026-10-02: Tables 4, 6, 7 and the reference list).
•The adaptation-threshold claim fails on its own evidence. Its ≤7-day side is two sources — a conference abstract (2 days) and a commentary (5 days, sample size "NR"). Its >1-week side of six includes the two studies the review itself records as impaired (3 weeks: "2.3% slower"; 31 days: "Impaired >70% VO2max") and one cross-sectional comparison.Elsewhere in the same tables, short protocols did not show impairment: a 5-day fat-adaptation protocol improved running economy (p = 0.048) and a fat-adaptation study found no difference in a 1 h time trial (p = 0.110).The text also says both "all studies with adaptation periods exceeding 1 week (n = 6)" maintained or improved and "five of six" did (full text, checked 2026-10-02: Tables 5, 6, 9 and 10; sections 4.2.3, 4.2.4 and 5.1).
•Counts in text and tables do not agree. Section 3.1.2 says "32 studies (96.9%) implemented short-term interventions of 7 days or less" and only one lasted longer; the outcome tables list durations of 3 weeks to 24 weeks for most rows, and section 4.5 analyses 20 "chronic (≥4 weeks)" studies.VO2max is "maintained" in 9 of 18 studies (50.0%) in the Results and abstract, in 13 in the Figure 1 caption, and in 83.3% in the Conclusions. Time to exhaustion is "Impaired (n = 2, 15.4%); Maintained (n = 9, 69.2%); Improved (n = 3, 23.1%)" — fourteen results for thirteen studies — and 7.7% impaired in the Discussion.Fat oxidation rose "+28% to +200%" in the abstract and "+34% to +230%" in section 4.3; Table 3 says fat oxidation was measured in 11 studies, Table 7 lists 30 rows, with one 1983 study entered twice (once dated 1982). Table 2 finds no female-only study; section 6.6 counts two (full text, checked 2026-10-02: sections 3.1.2, 4.1, 4.3, 4.5, 6.1, 6.6; Tables 2, 3, 4, 6, 7).
•Registration and search. The protocol is called "prospectively registered"; the PROSPERO number given begins CRD42026, while the search ran through October 2025. The search is described as retrieving "the 500 papers most relevant", which is not a reproducible database search (full text, checked 2026-10-02: section 2.1).
•No GRADE or other certainty rating. Heterogeneity is described in words ("variation in p-values") rather than measured.
•Funding: none; conflicts of interest: none declared. One of the authors' own trials is discussed but is not among the pooled studies (full text, checked 2026-10-02: back matter; section 4.1.1).
•Almost all participants are men; the review itself says the findings need testing in women.