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Record W7117414515 · doi:10.61091/um125-05

The Gutman-Milovanović index and some Hamiltonian properties of a graph

2025· article· W7117414515 on OpenAlex

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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueUtilitas Mathematica · 2025
Typearticle
Language
FieldMathematics
TopicGraph theory and applications
Canadian institutionsnot available
Fundersnot available
KeywordsGraphHamiltonian (control theory)Graph propertyQuartic graphTopological indexUpper and lower boundsHamiltonian pathHamiltonian path problem

Abstract

fetched live from OpenAlex

<p>Let <span class="math inline">\(G = (V, E)\)</span> be a graph. The Gutman-Milovanović index of a graph <span class="math inline">\(G\)</span> is defined as <span class="math inline">\(\sum\limits_{uv \in E} (d(u) d(v))^{\alpha}(d(u) + d(v))^{\beta}\)</span>, where <span class="math inline">\(\alpha\)</span> and <span class="math inline">\(\beta\)</span> are any real numbers and <span class="math inline">\(d(u)\)</span> and <span class="math inline">\(d(v)\)</span> are the degrees of vertices <span class="math inline">\(u\)</span> and <span class="math inline">\(v\)</span> in <span class="math inline">\(G\)</span>, respectively. In this note, we present sufficient conditions based on the Gutman-Milovanović index with <span class="math inline">\(\alpha > 0\)</span> and <span class="math inline">\(\beta >0\)</span> for some Hamiltonian properties of a graph. We also present upper bounds for the Gutman-Milovanović index of a graph for different ranges of <span class="math inline">\(\alpha\)</span> and <span class="math inline">\(\beta\)</span>.</p>

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)0.002
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: Empirical · Consensus signal: Empirical
Teacher disagreement score0.077
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.002
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.025
GPT teacher head0.275
Teacher spread0.250 · 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