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Record W7098402755

1 IEA HPP Annex 28 North American Test Procedures and Calculations for Residential Heat Pumps with Combined Space and Domestic Hot Water Heating

2003· article· en· W7098402755 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicDiverse Scientific and Economic Studies
Canadian institutionsnot available
Fundersnot available
KeywordsHeat pumpRenewable heatWater heatingElectricityStorage heaterStorage water heaterAir source heat pumpsProduct (mathematics)
DOInot available

Abstract

fetched live from OpenAlex

This intermediate report gives an overview of the North American test procedures and calculations for residential appliances with separate and combined space and domestic hot water heating, and a short market survey of combined operating heat pump systems (Task 1). The hot water heat pumps (HWHP) markets in Canada and United States are relatively weak, and declined during the last two decades, notably because the total installed cost is more than double than of conventional equipment. The hot water heat pump have not marketed aggressively in Canada, and such a result awareness of product was very low or non-existent before 1995. However, the residential exhaust-air heat pump market has increased since 1995 when regulations for mechanical ventilation became mandatory. The combined appliances, while still low in number of sales, are developing a niche in new construction where the winter climate is not too severe. The alternate operation mode is not yet very common, but simultaneous space cooling or heating, and hot water heating units containing refrigerant-to-water heat exchangers, are finding greater use and are now offered by a few manufacturers. In North America, most ground-source systems are installed with desuperheaters while few air-source units are so equipped. Depending of electricity costs relative to competing fuels, the HWHP may consume 40

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)0.003
metaresearch head score (Gemma)0.010
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: Not applicable
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.072
Threshold uncertainty score0.241

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.010
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.004
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0030.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0720.055

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 head0.018
GPT teacher head0.208
Teacher spread0.190 · 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
GenreMethods

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
Published2003
Admission routes1
Has abstractyes

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