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2004· paratext· en· W4246303145 on OpenAlexaboutno aff

Bibliographic record

VenueOptometry and Vision Science · 2004
Typeparatext
Languageen
FieldSocial Sciences
TopicEarthquake and Disaster Impact Studies
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

June 23–27, 2004 107th Annual AOA Congress and 34th Annual AOSA Conference Orlando, Florida tel: 800-386-6825 www.aoa.org July 22–25, 2004 Global Orthokeratology Symposium Toronto, Canada tel: 800-549-3656 email: [email protected] www.healthcareconferencegroup.com August 19–22, 2004 Fellowship of Christian Optometrists International, 17th Annual Educational Conference Pensacola Beach, Florida tel: 850-968-3176 e-mail: [email protected] www.missionsalive.org/fcoint/conference.html August 22, 2004 Glaucoma Update 2004 NSU College of Optometry Fort Lauderdale, Florida tel: (954) 262-4224 Website: optometry.nova.edu e-mail: [email protected] September 3–6, 2004 SNEC 15th Anniversary International Meeting Singapore tel: +65-6322-8374 e-mail: [email protected] www.snec.com.sg September 20–23, 2004 II European Optical Society Topical Meeting on Physiological Optics Granada, Spain www.ugr.es/local/phoeos04 December 9–12, 2004 American Academy of Optometry Annual Meeting Tampa, Florida tel: 301-984-1441 fax: 301-984-4737 email: [email protected] www.aaopt.org May 1–6, 2005 ARVO Annual Meeting Fort Lauderdale, Florida tel: 240-221-2900 fax: 240-221-0370 email: [email protected] www.arvo.org December 8–11, 2005 American Academy of Optometry Annual Meeting San Diego, California tel: 301-984-1441 fax: 301-984-4737 email: [email protected] www.aaopt.org December 7–10, 2006 American Academy of Optometry Annual Meeting New Orleans, Louisiana tel: 301-984-1441 fax: 301-984-4737 email: [email protected] www.aaopt.org October 24–27, 2007 American Academy of Optometry Annual Meeting Tampa, Florida tel: 301-984-1441 fax: 301-984-4737 email: [email protected] www.aaopt.org October 22–25, 2008 American Academy of Optometry Annual Meeting Anaheim, California tel: 301-984-1441 fax: 301-984-4737 email: [email protected] www.aaopt.org Announcements to be published in future issues should be sent to the Editorial Office. Items will be included based on timeliness, relevance and space available. fax: 614-292-4949 email: [email protected]

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)0.002
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.691
Threshold uncertainty score0.441

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.009
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.006
Science and technology studies0.0030.000
Scholarly communication0.0090.004
Open science0.0020.003
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.6910.613

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 head0.483
Teacher spread0.455 · 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.

Study designNot applicable
Domainnot available
GenreOther

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
Published2004
Admission routes1
Has abstractyes

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