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Record W7990838

Consultant-as-a-service: an interactive and context-driven approach to mobile decision support services

2013· article· en· W7990838 on OpenAlexaff
Ahad Yarazavi, Kamran Sartipi

Bibliographic record

VenueConference of the Centre for Advanced Studies on Collaborative Research · 2013
Typearticle
Languageen
FieldComputer Science
TopicService-Oriented Architecture and Web Services
Canadian institutionsOntario Tech University
Fundersnot available
KeywordsComputer scienceCloud computingService (business)World Wide WebMobile serviceContext (archaeology)MultimediaKnowledge managementBusiness
DOInot available

Abstract

fetched live from OpenAlex

Twenty four recombinant cosmids were subregionally localized by fluorescent in situ hybridization on human chromosomes. Fifteen of the clones were found to belong to only one chromosome: 13 clones located on chromosome 13, one located on chromosome 1, and one on chromosome 11. Nine cosmids were located in nuclear organizer regions. The clones gave signals from NOR regions of chromosome 13 and all other chromosomes containing the NOR region. The cosmid probes were selected from the chromosome 13 cosmid library as ones containing microsatellite repeats with motifs GACA, GACT, GATG, TCC, and CA. Each of the 9 clones located in the NOR region contains microsatellites GACA and TCC. Among the 15 clones giving unique signals, we found 9 clones with the GACT microsatellite, and three clones containing one of the microsatellites GATG, TCC, and CA. These microsatellite-containing clones can be used to make polymorphic genetic markers for fine genetic mapping of chromosome 13.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.413
Threshold uncertainty score0.894

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0020.002
Research integrity0.0000.000
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 head0.047
GPT teacher head0.376
Teacher spread0.329 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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
Published2013
Admission routes1
Has abstractyes

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