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Record W2036669963 · doi:10.1167/tvst.4.1.3

Extraordinary Claims Require Extraordinary Evidence: Centrally Mediated Preservation of Binocular Visual Field in Glaucoma is Unlikely

2015· article· en· W2036669963 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueTranslational Vision Science & Technology · 2015
Typearticle
Languageen
FieldMedicine
TopicGlaucoma and retinal disorders
Canadian institutionsDalhousie University
Fundersnot available
KeywordsGlaucomaOptometryVisual fieldMedicineOphthalmology

Abstract

fetched live from OpenAlex

We have read with interest the recent article by Sponsel et al.1 There is much evidence that glaucomatous damage occurs at the optic nerve head,2 and therefore we were surprised by the authors' conjecture that there may be a central mechanism that preserves the binocular visual field in advanced glaucoma. If indeed there were some central mechanism responsible for “interlocking” monocular visual field defects to preserve binocular function, patients' binocular damage should, on average, be less severe than would be expected if the spatial pattern of damage in both fellow eyes were independent. We tested this simple hypothesis as follows: visual field pairs (24-2, Humphrey Field Analyzer; Carl Zeiss Meditec, Dublin, CA) from patients with glaucoma (mean deviation worse than −2.5 dB in both eyes) were taken from the datasets of previous studies. One dataset (n = 2463) was from Halifax, Canada; the second (n = 854,5), from Rotterdam, the Netherlands, is freely available from http://www.orgids.com/ (last accessed 7/31/2014). From both datasets, we selected the most recent pair of right and left visual fields from each patient. Similar to Sponsel et al.,1 we calculated the integrated visual field6 as a proxy measure of the true binocular visual field for each of these patients (total n = 331). The greater of the two monocular sensitivities was used to represent the “binocular” sensitivity at each location, and the mean sensitivity (MSTRUE, in dB) was derived as a summary index. Then, for comparison, we derived the distributions of the binocular sensitivities (MSRANDOM, dB) that would have been obtained if the right visual field had been paired with the left visual field of 20 different patients who had left MS within ± 2.0 dB of the true left MS This was possible for n = 298 patients. By comparing MSTRUE with MSRANDOM, a distribution of differences (MSTRUE − MSRANDOM) is obtained for each individual patient. Under the null hypothesis of randomness, MSTRUE will be similar to MSRANDOM (mean difference ≈ 0). If indeed there existed a central mechanism that minimizes binocular damage, the MSTRUE should be systematically better than MSRANDOM (mean difference > 0). We found no evidence for such an effect (Fig. 1). In fact, true binocular visual fields were typically slightly worse than the integrated fields derived from randomly matched pairs (median difference between MSTRUE and MSRANDOM, −0.4 dB, Wilcoxon P < 0.001). This effect appeared to increase with visual field damage, and it is probably explained by the common disease process and predisposition of anatomically similar fellow eyes. Coexisting neurological damage (e.g., from strokes) would also cause homonymous visual field damage and contribute to this effect. Figure 1.  MSTRUE versus mean difference in MS (MSTRUE – MSRANDOM) for 298 patients with glaucoma. Error bars representing ±1 SEM are shown for 50 randomly selected patients distributed across the range of MSTRUE. The data are not suggestive of binocular ... A power analysis (Fig. 2) suggests that, with our approach, samples of n = 100 would provide ample power to detect even small amounts (∼1 dB) of binocular visual field preservation if such an effect had existed. Thus, the small effect in the opposite direction suggests that centrally mediated binocular visual field preservation is unlikely in glaucoma. Figure 2.  Power to detect differences between MSTRUE and MSRANDOM of varying magnitude when n = 100 and between-patient SD of differences is as shown, corresponding approximately to MSTRUE of 15, 20, and 25 dB. A study of this size is powered to detect even a small ... Extraordinary claims require extraordinary evidence. In a paper published nearly 10 years ago, Ioannidis7 explained “why most published research findings are false”: hypotheses with a low prior probability of being true require strong evidence to generate a post-study probability of being true greater than that of being false, but many researchers are mislead by hypothesis tests (P values) into overestimating the strength of their evidence.7 While we disagree on binocular visual field preservation in glaucoma, we thank Sponsel et al.1 for a stimulating paper. The question of how, and when, visual field damage impairs real-world visual performance is one of the most important topics in glaucoma, and we hope that many other groups will contribute to this discussion.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.207
Threshold uncertainty score0.711

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.004
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.037
GPT teacher head0.366
Teacher spread0.329 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it