MétaCan
Menu
← Back to cohort
Record W4409359864 · doi:10.1139/cjz-2024-0124

Microenvironment, reproductive tactics and morphology in Mediterranean <i>Salamandra</i>

2025· article· en· W4409359864 on OpenAlexvenueno aff
Daniel Escoriza, Jihène Ben Hassine

Bibliographic record

VenueCanadian Journal of Zoology · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicSpecies Distribution and Climate Change
Canadian institutionsnot available
FundersUniversitat de Girona
KeywordsBiologySalamandraMorphology (biology)ZoologyEcologySalamander

Abstract

fetched live from OpenAlex

The genus Salamandra encompasses several species of terrestrial salamanders distributed throughout the Western Palaearctic ecoregion. These salamanders exhibit substantial variation in their colouration patterns, ranging from almost entirely black to yellow, as well as in their reproductive strategies, with some populations showing direct development of juveniles. This study investigates the mechanisms underlying the phenotypic variation among five species of the genus Salamandra: Salamandra algira Bedriaga, 1883, Salamandra atra Laurenti, 1768, Salamandra corsica Savi, 1838, Salamandra lanzai Nascetti, Andreone, Capula, and Bullini, 1988, and Salamandra salamandra (Linnaeus, 1758), and 16 subspecies. Microclimatic conditions of their habitats were monitored using temperature and humidity probes across 78 sites over a minimum period of 1 year. Blomberg’s K indicated that the diversification in thermal niches is phylogenetically constrained, with closely related subspecies occupying environments with similar maximum temperatures. Direct juvenile development and atypical patterns of body colouration (predominantly yellow or black) occur in habitats with higher environmental humidity. However, larviparous and typical coloured morphs can also be present in habitats with comparable humidity levels. This suggests that while high humidity may not be the sole factor driving these divergences, it could facilitate shifts into new environmental niches and the emergence of novel adaptive phenotypes.

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)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.015
GPT teacher head0.228
Teacher spread0.213 · 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 designObservational
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

Citations1
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueCanadian Journal of Zoology→Same topicSpecies Distribution and Climate Change→French-language works237,207→