MétaCan
Menu
Back to cohort
Record W2331151841 · doi:10.3928/1081597x-20111103-03

Intracorneal Ring Segments Implantation Followed By Same-day Photorefractive Keratectomy and Corneal Collagen Cross-linking in Keratoconus

2011· article· en· W2331151841 on OpenAlexaff
Alfonso Iovieno, Marie E. Legare, Daniel B. Rootman, Sonia N. Yeung, Peter Kim, David S. Rootman

Bibliographic record

VenueJournal of Refractive Surgery · 2011
Typearticle
Languageen
FieldMedicine
TopicCorneal surgery and disorders
Canadian institutionsUniversity Health Network
Fundersnot available
KeywordsKeratoconusKeratometerPhotorefractive keratectomyMedicineOphthalmologyCorneal collagen cross-linkingCorneal topographyVisual acuityCornea

Abstract

fetched live from OpenAlex

PURPOSE: To evaluate the efficacy of intrastromal corneal ring segments implantation followed by same-day photorefractive keratectomy (PRK) and ultraviolet-A/riboflavin collagen cross-linking (CXL) in patients with keratoconus. METHODS: Four patients (five eyes) were included in the study. All patients first underwent femtosecond laser-enabled placement of intracorneal ring segments (Intacs, Addition Technology). Uncorrected (UDVA) and corrected distance visual acuity (CDVA) and keratometry readings remained stable for 6 months. Same-day PRK and CXL were subsequently performed in all patients. RESULTS: Six months after Intacs plus PRK/CXL, significant improvements were noted for UDVA, CDVA, spherical equivalent refraction, keratometry, and total aberrations. No patient lost lines of CDVA or developed haze. CONCLUSIONS: The combination of intracorneal ring segments implantation followed by sequential same-day PRK/CXL may be a reasonable option for improving visual acuity in select patients with keratoconus.

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)0.000
metaresearch head score (Gemma)0.001
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 score0.001
Threshold uncertainty score0.002

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
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)0.0010.000

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 head0.287
Teacher spread0.259 · 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

Citations59
Published2011
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Refractive SurgerySame topicCorneal surgery and disordersFrench-language works237,207