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Record W3213262999

SISTEM INFORMASI REKAPITULASI DATA REALISASI INVESTASI DI DINAS PENANAMAN MODAL, ESDM DAN TRANSMIGRASI PROVINSI GORONTALO

2021· article· id· W3213262999 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

Venuenot available
Typearticle
Languageid
FieldComputer Science
TopicMultimedia Learning Systems
Canadian institutionsnot available
Fundersnot available
KeywordsInvestment (military)Realization (probability)Service (business)Quarter (Canadian coin)Process (computing)Government (linguistics)BusinessComputer scienceEngineeringDatabaseFinanceOperating systemMarketingGeography
DOInot available

Abstract

fetched live from OpenAlex

Abstract The recruitment system is essential to improve service to a job or activity. The activity of collecting data on the realization of investment at the Gorontalo Province Investment, ESDM, and Transmigration Office uses Microsoft Excel. This recapitulation activity has several obstacles that are the background of this research. The constraints experienced are the slow process of recapping, piling up of files so that there is a risk of damage or loss of data, and unable to display investment charts every quarter. The method used in this research is the prototype method. The final results obtained in this study are in the form of an information system for recapitulation of investment realization data to make it easier for the government to manage recapitulation activities, monitor the progress of investment every quarter, and be able to determine the budget plan to be set for the following year and data storage to be more effective and safer. Keywords : Recapitulation, Recapitulation Information System, Realization of Investment, Investment, Prototype.

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.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication, Open science
Consensus categoriesMeta-epidemiology (narrow)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.577
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.002
Science and technology studies0.0010.001
Scholarly communication0.0030.005
Open science0.0080.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0000.000

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 head0.058
GPT teacher head0.279
Teacher spread0.221 · 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

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

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