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Record W4312265899 · doi:10.15562/ism.v13i1.1250

The potential role of vitamin D supplementation in the treatment of Dry Eye Disease (DED): a systematic review

2022· review· en· W4312265899 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueIntisari Sains Medis · 2022
Typereview
Languageen
FieldMedicine
TopicOcular Surface and Contact Lens
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineCochrane LibraryVitamin D and neurologyDiseaseObservational studySystematic reviewIncidence (geometry)Randomized controlled trialInternal medicineVitaminMeta-analysisOphthalmologyMEDLINE

Abstract

fetched live from OpenAlex

Background: Dry Eye Disease (DED) is a prevalent condition that involves instability, increased osmolarity, and inflammation of the tear film and ocular surface. Vitamin D is known for its anti-inflammatory properties. Association between vitamin D deficiency and increased incidence of DED has been suggested. However, no study currently exists that systematically reviews the potential role of vitamin D as a treatment for DED. Methods: The literature search was performed on December 2021 through PubMed, Scopus, ProQuest, EBSCOhost, ScienceDirect, dan Cochrane Library using the relevant keywords. The risk of bias was assessed using the Cochrane Risk of Bias tool, ROBINS-I tools, and the Newcastle-Ottawa Scale. Results: A total of 700 articles were found, 6 of which were considered relevant based on PRISMA protocol. The included articles consist of 2 case controls, a randomized interventional study, and 3 observational studies. Vitamin D supplementation improved tear stability, symptoms of dry eye disease, and serum vitamin D level affected the efficacy of topical therapy for DED. Conclusion: Despite this beneficial finding, serum vitamin D level does not significantly correlate with DED symptoms which the multifactorial nature of the disease might cause.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.685
Threshold uncertainty score0.661

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
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 head0.020
GPT teacher head0.330
Teacher spread0.310 · 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