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Record W4367680435 · doi:10.1101/2023.04.25.23289127

Validation of a Visual Midline Gauge: A Cross-Sectional Study

2023· preprint· en· W4367680435 on OpenAlexaffabout
Amritha Stalin, Ran Ding, Susan J. Leat, Ohwod Binhilabi, Tammy Labreche

Bibliographic record

VenuemedRxiv · 2023
Typepreprint
Languageen
FieldMedicine
TopicGlaucoma and retinal disorders
Canadian institutionsUniversity of Waterloo
Fundersnot available
KeywordsNormativeGauge (firearms)Significant differencePosition (finance)MedicineAudiologyPsychologyMathematicsOptometryStatisticsGeography

Abstract

fetched live from OpenAlex

Background This study standardized the parameters of a novel visual midline gauge and presents normative data, which can be used by optometrists in the assessment of visual midline. Methods Ninety-three participants from three age groups (18 to 44, 45 to 64, and > 65 years) without history of significant neurological or ocular problems were recruited in Waterloo, Canada and Hong Kong. In experiment 1, the perceived horizontal and vertical visual midline was measured using the gauge for 2 speeds and 2 repositioning methods. In experiment 2, the perceived midline was measured for three different distances (25, 50 and 100 cm) using a target speed and repositioning method chosen from the first experiment results. Since there was no significant difference between the two sites in any of the measures, data were combined for analysis. Results For experiment 1, linear mixed models showed no effect of age, speed or repositioning method and no interaction (p>0.05) for the perceived midline position (p>0.05). In experiment 2, there was no significant effect of age or distance and no interaction effects on the perceived horizontal and vertical visual midline position using the chosen speed and method (2.3 degrees per second, adjustment method). Normative data (mean and 95% ranges of the perceived visual midline for control participants) was tabulated. The measurements were found to be repeatable. A few participants were found to have significant midline shifts. Conclusion This study shows that the measurement of midline is tolerant of differences of target speed, testing method, test distance, and age group of the participants and that the measurements using the visual midline gauge are repeatable. It is possible for even individuals without a history of neurological or ocular disorders to have significant shifts in their perceived visual midline.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.008
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.008
Threshold uncertainty score0.043

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.013
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.046
GPT teacher head0.371
Teacher spread0.325 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations1
Published2023
Admission routes2
Has abstractyes

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