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Record W2617200995

Environmental management framework : executive summary

2017· article· en· W2617200995 on OpenAlexaboutno aff
Tracy Hart

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldEnvironmental Science
TopicWater Quality and Pollution Assessment
Canadian institutionsnot available
Fundersnot available
KeywordsAuditBusinessMontreal ProtocolGovernment (linguistics)Unit (ring theory)Phase (matter)Protocol (science)Process managementOperations managementEnvironmental planningEnvironmental resource managementRisk analysis (engineering)EngineeringOzone layerAccountingEnvironmental scienceOzoneMedicine
DOInot available

Abstract

fetched live from OpenAlex

The development objective of the Ozone Depleting Substances Hydrochlorofluorocarbon (HCFC) Phase-Out Project for Jordan is to support Jordan in its overall efforts to meet its Montreal protocol HCFC phase-out obligations, and to strengthen the capacity of the responsible government entities to continue to effectively implement the Montreal protocol. Some of the negative impacts and mitigation measures include: (1) enterprises’ managers and operational staff will be trained annually on environment and health and safety requirements during the foam conversion under the project; (2) safety audits before the start-up of normal foam production using hydrocarbons will be carried out by technical consultants hired by the National Ozone Unit (NOU); and (3) one of the staff in the project management unit (PMU) in the NOU will be dedicated to supporting conversions in the facilities, including environmental safety concerns and training associated with technology changes.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.838
Threshold uncertainty score0.997

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0100.003

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 head0.274
Teacher spread0.255 · 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; both teacher heads agree on what is shown here.

Study designObservational
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
Published2017
Admission routes1
Has abstractyes

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