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Record W7117676500 · doi:10.1080/00150517.2025.2515497

Dynamics of the Fibonacci Order of Appearance Map

2025· article· en· W7117676500 on OpenAlexaff
Molly FitzGibbons, Mohammad Javaheri, Steven J. Miller, Amanda Verga

Bibliographic record

Venue˜The œFibonacci quarterly · 2025
Typearticle
Languageen
FieldPhysics and Astronomy
TopicAdvanced Mathematical Theories and Applications
Canadian institutionsTrinity College
FundersWilliams CollegeNational Science Foundation
KeywordsFibonacci numberInteger (computer science)Order (exchange)Fixed pointSequence (biology)Fibonacci polynomialsPoint (geometry)Periodic point

Abstract

fetched live from OpenAlex

The order of appearancez(n) of a positive integer n in the Fibonacci sequence is defined as the smallest positive integer j such that n divides the jth Fibonacci number. We prove that for every k≥0 there exist infinitely many integers that reach a fixed point of z after applying exactly k iterations of z. In addition, we show that, if x is a fixed point of z greater than 5, then there exist infinitely many integers whose orbits under z reach x. We also give a new proof of the theorem stating that every positive integer reaches a fixed point of z after a finite number of iterations.This paper began when the first and fourth named authors were looking through papers of the Fibonacci Quarterly in a search for a research project for the 2023 SMALL REU at Williams College. We gratefully dedicate this article to Curtis Cooper for his quarter-century of excellent stewardship as Editor-in-Chief of the Fibonacci Quarterly.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation 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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.031

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0020.002
Scholarly communication0.0020.003
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0090.002

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 head0.004
GPT teacher head0.244
Teacher spread0.240 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venue˜The œFibonacci quarterlySame topicAdvanced Mathematical Theories and ApplicationsFrench-language works237,207