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Record W611014095

Recent Advances in Statistical Methods: Proceedings of Statistics 2001 Canada : The 4th Conference in Applied Statistics Montreal, Canada 6-8 July 2001

2003· book· en· W611014095 on OpenAlexaboutno aff
Yogendra P. Chaubey

Bibliographic record

VenueMedical Entomology and Zoology · 2003
Typebook
Languageen
FieldComputer Science
TopicBayesian Methods and Mixture Models
Canadian institutionsnot available
Fundersnot available
KeywordsMathematicsStatisticsEconometricsOrder statisticSeries (stratigraphy)Goodness of fit
DOInot available

Abstract

fetched live from OpenAlex

Unemployment, Search and the Gender Wage Gap: A Structural Model (C Belzil & X Zhang) Kullback-Leibler Optimization of Density Estimates (A Berlinet & E Brunel) The Asymptotic Distribution of Spacings of Order Statistics (M G Bickis) Second-Order Moments and Mutual Information in the Analysis of Time Series (D R Brillinger) On the Robustness of Relative Surprise Inferences to the Choice of Prior (M Evans & T Zou) Using Survival Analysis in Pretern Birth Study (C Y Fu & S H Liu) A Nested Frailty Survival Model for Recurrent Events (R Ma et al.) Testing Goodness-of-Fit of the Gamma Models (C E Marchetti et al.) On Frailty Models and Copulas (D Oakes) Surrogate Data and Fractional Brownian Motion (P Rabinovitch) Nonlinear Mixed Effects Models: Recent Developments (P S R S Rao & N Zaino) Computational Sequence Analysis: Genomics and Statistical Controversies (P K Sen) Universal Optimality of Completely Randomized Designs (K R Shah & B K Sinha) Generalized Smoothed Estimating Functions with Censored Observations (A Thavaneswaran & J Singh) and other papers.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Methods · Consensus signal: Methods
Teacher disagreement score0.354
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0010.001
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 head0.014
GPT teacher head0.285
Teacher spread0.271 · 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 designTheoretical or conceptual
Domainnot available
GenreMethods

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
Published2003
Admission routes1
Has abstractyes

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