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Record W4402031381 · doi:10.58931/cect.2024.3350

Standard of Care for First-line Therapy in Newly Diagnosed Glaucoma and Update on SLT from the LiGHT Trial

2024· article· en· W4402031381 on OpenAlexaff
Biana Dubinsky‐Pertzov, Nir Shoham-Hazon

Bibliographic record

VenueCanadian Eye Care Today · 2024
Typearticle
Languageen
FieldMedicine
TopicGlaucoma and retinal disorders
Canadian institutionsCollège Communautaire du Nouveau-BrunswickMcMaster University
Fundersnot available
KeywordsGlaucomaMedicineStandard of careOptometryLine (geometry)OphthalmologyInternal medicineMathematics

Abstract

fetched live from OpenAlex

Glaucoma is a progressive, multifactorial disease marked by ganglion cell loss, optic nerve damage and progressive vision loss, which can result in blindness if not treated. Glaucoma accounts for 11% of registrations for blindness. The disease is closely linked to increased intraocular pressure (IOP) and reducing this pressure is the sole available treatment to slow disease progression. The epidemiology of glaucoma presents a significant public health challenge, with primary open‑angle glaucoma (POAG) being the most common form, affecting approximately 2–3% of adults over the age of forty. Many patients can be initially managed with medications; however, the treatment has significant limitations. Issues such as complications, side effects, adherence, nonresponse, reduced effectiveness over time (tachyphylaxis), and financial costs pose challenges to controlling IOP with eye drops. The global burden of glaucoma is expected to increase as the population ages, highlighting the urgency for effective management strategies. The landmark LiGHT (Laser in Glaucoma and Ocular Hypertension) trial, published in 2019, with an initial 36 months of follow-up, later extended to 72 months of follow‑up, has conceptually influenced the management of POAG and Ocular hypertension (OHT). By demonstrating the efficacy and safety of selective laser trabeculoplasty (SLT), a “dropless” and “knifeless” alternative as a first-line treatment option, the LiGHT trial challenged the conventional treatment paradigm. The six-year results further consolidate SLT’s role as a fundamental treatment option, indicating its long-term effectiveness and durability in managing glaucoma, potentially redefining standard care protocols.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.774
Threshold uncertainty score0.985

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 head0.009
GPT teacher head0.259
Teacher spread0.250 · 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 designNot applicable
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
Published2024
Admission routes1
Has abstractyes

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