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Record W2733373426 · doi:10.1111/j.1755-3768.2015.0087

Does <scp>IOL</scp> choice impact on Driving Performance?

2015· article· en· W2733373426 on OpenAlexaff
George Beiko

Bibliographic record

VenueActa Ophthalmologica · 2015
Typearticle
Languageen
FieldEngineering
TopicVehicle emissions and performance
Canadian institutionsCanadian Sleep Society
Fundersnot available
KeywordsOptometryMedicine

Abstract

fetched live from OpenAlex

Summary Purpose Does the IOL implanted at cataract surgery affects the driving habits and crash risk of patients. Methods Retrospective analysis of patients who met the visual requirements for a drivers license and had bilateral implantation of the same lens. The patients had at least 2 years of follow‐up. Two groups of patients were identified; each with one of two types of acrylic IOL s. Both groups were given the Driving Habits Questionnaire, by a single investigator. Results 90 patients participated; 51 had acrylic IOL type A and 39 had acrylic IOL type B. The demographics were similar for age, sex, diabetes, glaucoma and IOL power implanted. Group A was more likely to have road traffic accidents (P = 0.066) and less likely to drive at the same speed or faster than general flow of traffic (P = 0.094). Group A to be less likely to have travelled beyond their immediate neighbourhood, to be less likely to rate their quality of driving at average or above and to be more likely to have difficulty driving at night; but this did not reach significance. Conclusions At 2 years postoperatively, the choice of IOL implanted at the time of cataract surgery may have an impact on driving habit and crash risk.

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 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)0.000
metaresearch head score (Gemma)0.000
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 score0.059
Threshold uncertainty score0.639

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
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 head0.028
GPT teacher head0.272
Teacher spread0.244 · 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 teacher head, 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

Citations0
Published2015
Admission routes1
Has abstractyes

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