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Record W2619133572

Issue #5 - December 2015

2015· article· en· W2619133572 on OpenAlexaboutno aff
Victoria Ramsay

Bibliographic record

VenuePro Tem · 2015
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicGlobal Public Health Policies and Epidemiology
Canadian institutionsnot available
Fundersnot available
KeywordsArtThe artsArt historyEntertainmentVisual artsBeautyHumanitiesCartographyGeographyAesthetics
DOInot available

Abstract

fetched live from OpenAlex

Editor-in-Chief: Victoria Ramsay Assistant English Editor: Effie Barbalias Assistant French Editor: Camillle Slaght Editor of Campus Life: Ines Van Deuren Editor of Issues and Ideas: Neya Abdi Editor of Health and Wellness: Amanda Merry Editor of Metropolis: Samantha Kacaba Editor of Arts and Entertainment: Ashley Moniz Editor of Expressions: Kaitlin Fenton Editor of Online Content: Ela Gach Communications Officer: Christian Lopez Photography Editor: Madeline Della Mora Design and Layout: Sienna Warecki 50 ans de bilinguisme de facade au College Glendon Letter from the Editor Vie etudiante To Homeless Youth, With Love: The Breakfast Club Comes to Glendon Campus Life Making Your Commute Worth the Wait 120 Days Later... Vie etudiante 50 ans de bilinguisme de facade au College Glendon (continuez de la couverture) What if Glendon Loved Bilinguals as much as Bilingualism? Arts and Entertainment Hello Adele, Welcome Back Show Yourself to Me: Arts et divertissement The Good Dinosaur: Campus Photo Spread Photographie du campus Metropolis Enfilez vos manteaux et explorez votre ville: l'hiver n'est pas encore la! Making Toronto Accessible: Actualite et opinions Societal Beauty: Did Somebody Say Summits? Approaches to Predicting Stock Market Behaviour Health and Wellness A Full Circle in My World of Chiropractors Sante et bien-etre Have a HAPPY HEALTHY HOLIDAY Eaiting healthy in the winter without breaking the bank: Health and Wellness My Life with Earl: Expressions Rediger? Help! Dear Disappearing Whispers in the Dark Le stylo vole: A Rendition of Love

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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: Empirical · Consensus signal: none
Teacher disagreement score0.684
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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)0.0000.007

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 head0.076
GPT teacher head0.347
Teacher spread0.270 · 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.

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
Published2015
Admission routes1
Has abstractyes

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