MétaCan
Menu
Back to cohort
Record W4400875591 · doi:10.1016/j.oftal.2024.06.005

Ciclodestrucción y ciclofotocoagulacion ¿dónde estamos ahora?

2024· article· es· W4400875591 on OpenAlexaff
B. Vidal Villegas, Jaime Ollero, María Paz Villegas Pérez

Bibliographic record

VenueArchivos de la Sociedad Española de Oftalmología · 2024
Typearticle
Languagees
FieldMedicine
TopicGlaucoma and retinal disorders
Canadian institutionsSt. Thomas Hospital
Fundersnot available
KeywordsHumanitiesPhilosophyMedicine

Abstract

fetched live from OpenAlex

Resumen La ciclodestrucción es una técnica que se reservaba para glaucomas que no se controlaban con tratamiento médico y quirúrgico y que tenían un escaso potencial visual. Durante el siglo pasado se fueron desarrollando las técnicas de ciclodestrucción, entre ellas la ciclofotocoagulación y se generalizó el uso de la ciclofotocoagulación transescleral de contacto con onda continua de láser de diodo (CW-TS-CPC). En las últimas décadas se ha introducido la ciclofotocoagulación transescleral de contacto con micropulsos de láser de diodo (MP-TS-CPC). Revisamos las técnicas de ciclodestrucción desde sus inicios y estas 2 técnicas de ciclofotocoagulación con láser de diodo que son las más utilizadas en la actualidad: cómo se realizan, sus mecanismos de actuación y su efectividad y eficacia. Además, revisamos la comparación entre ambas y con otras técnicas.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation 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: none
Teacher disagreement score0.005
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.002
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0050.001

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 head0.007
GPT teacher head0.301
Teacher spread0.295 · 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 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

Explore more

Same venueArchivos de la Sociedad Española de OftalmologíaSame topicGlaucoma and retinal disordersFrench-language works237,207