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Record W598280413 · doi:10.1142/7116

Selected Topics in Information and Coding Theory

2010· book· en· W598280413 on OpenAlex
Isaac Woungang, Sirshendu Misra, Saumya Misra

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueSeries on coding theory and cryptology · 2010
Typebook
Languageen
FieldComputer Science
TopicCooperative Communication and Network Coding
Canadian institutionsToronto Metropolitan University
Fundersnot available
KeywordsCoding (social sciences)Computer scienceSociologySocial science

Abstract

fetched live from OpenAlex

Linear Complexity and Related Complexity Measures Asymptotic Theory of Algebraic Geometry Codes Some Algebraic and Combinatorial Methods of Code Constructions Variable Length Codes and Finite Automata Applications of Universal Source Coding to Statistical Analysis of Time Series Decoding and Finding the Minimum Distance with Grobner Bases: History and New Insights Coding Theory and Algebraic Combinatorics Cooperative Diversity Systems for Wireless Communication Introduction to Network Coding for Acyclic and Cyclic Networks Distributed Space-Time Codes with Low ML Decoding Complexity Construction of High Coding Gain Lattices with Low Decoding Complexity Distributed Joint Source-Channel Coding on a Multiple Access Channel Algebraic Coding from Matrix and Group Rings: Block Codes LDPC and Convolutional Codes from Matrix and Group Rings Public Key Cryptography and Coding Theory Low-Density Parity-Check Codes.

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)0.001
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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.488
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.001
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 head0.013
GPT teacher head0.242
Teacher spread0.229 · 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