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Record W4390012075 · doi:10.1177/25166042231209853

Should I Return or Not?

2023· article· en· W4390012075 on OpenAlexaboutno aff
Mahak Manzoor, Saif Siddiqui

Bibliographic record

VenueEmerging Economies Cases Journal · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicSouth Asian Studies and Conflicts
Canadian institutionsnot available
Fundersnot available
KeywordsBeautyTourismAdventureGovernment (linguistics)RebrandingBusinessRecreationMarketingEconomyPolitical scienceEconomicsLawArt

Abstract

fetched live from OpenAlex

Jammu and Kashmir, famous for its picturesque beauty, is one of the most attractive and welcoming tourist hubs in India. The tourism industry contributes significantly to Jammu and Kashmir’s GDP. In addition to its scenic beauty, this union territory is rebranding itself with adventure, horticulture, cultural, eco, film, rural, spiritual and golf tourism. Following an uncertain business environment, new policies are being framed which may enhance investments. The government has taken several initiatives to develop an ambience and new favourable infrastructure simultaneously. Now the challenge is to determine if an individual (here Mrs Fatima Wani, a Canada-based entrepreneur) should invest in the hotel industry of this union territory. Since she inherited an ancestral property recently, can she now consider taking up this venture as the laws and environment are favourable to her?

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)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, 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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.259
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.149
GPT teacher head0.377
Teacher spread0.227 · 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
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
Published2023
Admission routes1
Has abstractyes

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