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Record W6888883091 · doi:10.25316/ir-18929

The Flagstone V.25:No.5 [May 2020]

2020· other· en· W6888883091 on OpenAlexaboutno aff

Bibliographic record

VenueVIURRSpace (Vancouver Island University) · 2020
Typeother
Languageen
FieldComputer Science
TopicCOVID-19 Digital Contact Tracing
Canadian institutionsnot available
Fundersnot available
KeywordsPreparednessNeighbourhood (mathematics)DemocracyBrotherThe artsGerman

Abstract

fetched live from OpenAlex

And the winner of connecting without touching is Jayne Fogarty -- Farmers Market 2020 / Veronica Timmons -- Islands Trust trustee notebook: Islands Trust responding to Covid-19 / Laura Busheikin -- Gracias, danke, mere!, xie xie, takk, efkharisto / DCLTA Board -- According to Doug: how democratic is Canada / Doug Carrick -- Denman Hornby birdathon 2020 / Ken Madsen -- Birdathon art opportunities galore / Wendy Boothroyd -- Denman Island COVID-19 Response Network (aka DIRCON) launches -- Denman Island Readers and Writers Festival -- Book review: Translations from the gibberish, Seven stories and one half-truth, by Anosh Irani / Danni Crenna -- Readers and Writers Festival another victim of the virus / Stewart Goodings -- DICES update / Emily Guinane -- Caring for community -- Food security -- Connectivity -- Access to amenities -- Access to financial support -- Eyes and ears wanted for Neighbourhood Emergency Preparedness / Edi Johnston -- Living with hope in a time of Covid-19 and climate change / Ron Wilson -- In 200 words or less: covid-19 incarceration / Bill Engleson -- Bats and covid-19 -- Raindance on Denman or not / Kris Christensen -- Gordon Detwiller 1944-2020 / Barbara Mullin -- The simple life essay eight Croatia / Maxine Rogers -- This place: what is a humdergon / John Millen -- Community events listings

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 categoriesMeta-epidemiology (narrow), Insufficient 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 score0.065
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0030.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.001

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 head0.009
GPT teacher head0.205
Teacher spread0.196 · 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
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
Published2020
Admission routes1
Has abstractyes

Explore more

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