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Record W7069993513

Louie Ryu

2021· article· en· W7069993513 on OpenAlexaboutno aff

Bibliographic record

VenueSOURCE Sheridan's Institutional Repository (Sheridan College) · 2021
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicGene expression and cancer classification
Canadian institutionsnot available
Fundersnot available
KeywordsMillRoofFacadeCeiling (cloud)Plan (archaeology)Rack
DOInot available

Abstract

fetched live from OpenAlex

The Paisley City Roller Mills is a historical 19th century mill located on the outskirts of Paisley Ontario, on Bruce County Rd 1 alongside the Teeswater River. Part of the building has been converted into a 2-storey single unit home, and there is a proposal to convert the main building into a 5-storey apartment.This proposal is for an additional conversion of the mill’s drive room into a 4-storey specialized community centre. The facility will consist of a nursing centre for the local aging population, and a rest-stop for the Bruce County Snowmobile Trail that crosses the river nearby. The feature space is a rec room and cafe on the 3rd floor with overlooking views of the nearby area.In order to preserve as much of the existing style of the mill building as possible, the proposal will replace the primary structural elements with steel beams and decks on top of the existing foundation. The existing walls will be insulated and given extra frames behind them in order to reach Passive House standards. The thermal layers include: EPS rigid insulation, followed by high-density cellulose insulation, and an additional frame with batt insulation inbetween. The total expected R-value for the assembly is around R-40. The existing roof will have a floor frame underneath in order to create a mechanical space attic for the building. Between the roof and the ceiling over the third floor, the total expected R-value for the assemblies is around R-60.

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 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 score0.341
Threshold uncertainty score0.000

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.000
Scholarly communication0.0040.002
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.6590.314

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 head0.008
GPT teacher head0.222
Teacher spread0.214 · 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
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueSOURCE Sheridan's Institutional Repository (Sheridan College)Same topicGene expression and cancer classificationFrench-language works237,207