cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.s8e8n5
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((26.686354542462016 45.33158686122451,26.741916846992485 45.33158686122451,26.741916846992485 45.38714916575498,26.686354542462016 45.38714916575498,26.686354542462016 45.33158686122451))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year 1977-2025"
 ]
}

 The dataset includes 187 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034381-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3hvyj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyperolius semidiscus Hewitt, 1927",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.628 -23.023,35.6007 -22.9702,35.6007 -23.165,35.628 -23.023))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034380-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15635469
title: S-N curves results for [±45]2s
DOI: 10.5281/zenodo.15635470
title: S-N curves results for [±45]2s
DOI: 10.15468/dl.vfrcyk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Stenocephalemys ruppi (Van der Straeten & Dieterlen, 1983)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034383-250525065834625/datasets/export for details.
DOI: 10.15468/dl.vtrv4j
title: Occurrence Download

description: A dataset containing 5958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 1000.0-1000000.0",
 "Geometry POLYGON((-134.18977 21.68237,-54.20592 21.68237,-54.20592 58.30148,-134.18977 58.30148,-134.18977 21.68237))",
 "TaxonKey is Alliaria petiolata (M.Bieb.) Cavara & Grande"
 ]
}

 The dataset includes 5958 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034384-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jnyhdf
title: Occurrence Download

description: A dataset containing 2001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is North America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Abies balsamea (L.) Mill."
 ]
}

 The dataset includes 2001 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034385-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15635414
title: Input scripts for Accurate in silico predictions of modified RNA interactions to a prototypical RNA-binding protein with λ-dynamics

description: λ-Dynamics input files, topology and parameter files, and initial starting structures needed to reproduce the calculations discussed in the manuscript titled "Accurate in silico predictions of modified RNA interactions to a prototypical RNA-binding protein with λ-dynamics"
DOI: 10.5281/zenodo.15635415
title: Input scripts for Accurate in silico predictions of modified RNA interactions to a prototypical RNA-binding protein with λ-dynamics

description: λ-Dynamics input files, topology and parameter files, and initial starting structures needed to reproduce the calculations discussed in the manuscript titled "Accurate in silico predictions of modified RNA interactions to a prototypical RNA-binding protein with λ-dynamics"
DOI: 10.5281/zenodo.15635440
title: Boot Camp Data Set
DOI: 10.5281/zenodo.15635441
title: Boot Camp Data Set
DOI: 10.5281/zenodo.15635476
title: S-N curves results for [90]8
DOI: 10.5281/zenodo.15635477
title: S-N curves results for [90]8
DOI: 10.15468/dl.q5g63g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyperolius semidiscus Hewitt, 1927",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.6306 -23.844,35.6007 -23.8125,35.6007 -24.0157,35.6306 -23.844))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034386-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15634495
title: Files describing the geometry of GOSI10p3.0-eORCA025 global ocean & sea-ice configuration

description: Files describing the geometry of GOSI10p3.0-eORCA025, the eddy permitting UK global ocean & sea-ice configuration jointly developed by the Met Office and the National Oceanography Centre under the Joint Marine Modelling Program.

For more info, see also https://github.com/JMMP-Group/GO-novf/releases/tag/v1.0.0.
DOI: 10.5281/zenodo.15634496
title: Files describing the geometry of GOSI10p3.0-eORCA025 global ocean & sea-ice configuration

description: Files describing the geometry of GOSI10p3.0-eORCA025, the eddy permitting UK global ocean & sea-ice configuration jointly developed by the Met Office and the National Oceanography Centre under the Joint Marine Modelling Program.

For more info, see also https://github.com/JMMP-Group/GO-novf/releases/tag/v1.0.0.
DOI: 10.15468/dl.uz7rmd
title: Occurrence Download

description: A dataset containing 1743 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Stochomys longicaudatus (Tullberg, 1893)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 1743 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034387-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mbvr8r
title: Occurrence Download

description: A dataset containing 328 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ambystoma velasci Dugès, 1888"
 ]
}

 The dataset includes 328 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034388-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/12123540
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15635489
title: Fatigue tests result for [0]8
DOI: 10.5281/zenodo.15635490
title: Fatigue tests result for [0]8
DOI: 10.5281/zenodo.15276836
title: LLM-based Co-Evolution of Configurable Systems Dataset

description: All the artifacts of the LLM-based Co-Evolution of Configurable Systems study (code, datasets, and results)
DOI: 10.5281/zenodo.15276837
title: LLM-based Co-Evolution of Configurable Systems Dataset

description: All the artifacts of the LLM-based Co-Evolution of Configurable Systems study (code, datasets, and results)
DOI: 10.5281/zenodo.15635260
title: LLM-based Co-Evolution of Configurable Systems Dataset

description: All the artifacts of the LLM-based Co-Evolution of Configurable Systems study (code, datasets, and results)
DOI: 10.15468/dl.7jy5d6
title: Occurrence Download

description: A dataset containing 28305 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is Canadian Museum of Nature Herbarium",
 "DatasetName is Hudson Bay Lowlands Project",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (June, July, August)",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Plantae, Cladoniaceae, Peltigeraceae)",
 "Year 1000-2009"
 ]
}

 The dataset includes 28305 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034390-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qqzgc4
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyperolius tuberilinguis Smith, 1849",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.0251 -31.3959,30.5701 -30.7329,30.5701 -28.5786,25.5395 -28.5786,25.5395 -32.9007,28.2048 -32.9007,28.5753 -32.6569,29.4902 -31.7517,30.0251 -31.3959))"
 ]
}

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034389-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k284kn
title: Occurrence Download

description: A dataset containing 5901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 1000.0-100000.0",
 "Geometry POLYGON((-130.81696 14.93674,-53.24226 14.93674,-53.24226 58.78331,-130.81696 58.78331,-130.81696 14.93674))",
 "OccurrenceStatus is Present",
 "TaxonKey is Alliaria petiolata (M.Bieb.) Cavara & Grande"
 ]
}

 The dataset includes 5901 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034391-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v4e9ux
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Tachyoryctes macrocephalus (Rüppell, 1842)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 36 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034393-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6cbkr
title: Occurrence Download

description: A dataset containing 5901 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 1000.0-100000.0",
 "Geometry POLYGON((-130.81696 14.93674,-53.24226 14.93674,-53.24226 58.78331,-130.81696 58.78331,-130.81696 14.93674))",
 "OccurrenceStatus is Present",
 "TaxonKey is Alliaria petiolata (M.Bieb.) Cavara & Grande"
 ]
}

 The dataset includes 5901 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034392-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jb84hm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyperolius tuberilinguis Smith, 1849",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034394-250525065834625/datasets/export for details.
DOI: 10.5281/zenodo.15635505
title: Fatigue tests result for [±45]2s
DOI: 10.5281/zenodo.15635506
title: Fatigue tests result for [±45]2s
DOI: 10.15468/dl.qnkgxk
title: Occurrence Download

description: A dataset containing 212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((58.68494 7.38730,214.31506 7.38730,214.31506 69.61270,58.68494 69.61270,58.68494 7.38730))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lymantria dispar japonica Motschulsky, 1860"
 ]
}

 The dataset includes 212 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034395-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fe2ex3
title: Occurrence Download

description: A dataset containing 750 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Tachyoryctes splendens (Rüppell, 1835)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 750 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034396-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ureec4
title: Occurrence Download

description: A dataset containing 225514 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Psychoda Latreille, 1797"
 ]
}

 The dataset includes 225514 records from 252 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034382-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e8368s
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyperolius tuberilinguis Smith, 1849",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034397-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15635014
title: Validación de contenido de la Escala de Retroalimentación Constructiva Docente (ERCD)

description: Este repositorio contiene los materiales utilizados para el proceso de validación de contenido de la Escala de Retroalimentación Constructiva Docente (ERCD), instrumento diseñado para evaluar comportamientos asociados a una retroalimentación efectiva en la educación superior. El estudio incluyó juicio de expertos por parte de investigadores en psicología educacional y estudiantes universitarios. Se aplicaron análisis cuantitativos (coeficiente V de Aiken con intervalos de confianza intra e intergrupos) y análisis cualitativos (revisión temática de observaciones).

Contenidos del repositorio

1. Protocolo_Juicio_Expertos_Investigadores.docx     Documento administrado a investigadores/as con experiencia en educación y evaluación. Contiene instrucciones, definiciones de dimensiones, ítems en revisión, escala de evaluación (1 a 5) y espacio para comentarios.

2. Protocolo_Juicio_Expertos_Estudiantes.docx     Versión adaptada del protocolo, dirigida a estudiantes universitarios con experiencia como receptores de retroalimentación docente. Incluye lenguaje accesible y formato simplificado.

3. Base_Juicio_Expertos_VIC.xlsx     Archivo Excel con:   - Datos crudos de respuestas individuales   - Promedios de claridad y pertinencia por ítem y por grupo   - Cálculo del coeficiente V de Aiken e intervalos de confianza (IC 95%)   - Comparación de IC entre estudiantes e investigadores   - Registro estructurado de comentarios cualitativos asociados a cada ítem

4. Base_Juicio_Expertos_DATA.xlsx     Archivo Excel con:   - Datos crudos de respuestas individuales
DOI: 10.5281/zenodo.15635015
title: Validación de contenido de la Escala de Retroalimentación Constructiva Docente (ERCD)

description: Este repositorio contiene los materiales utilizados para el proceso de validación de contenido de la Escala de Retroalimentación Constructiva Docente (ERCD), instrumento diseñado para evaluar comportamientos asociados a una retroalimentación efectiva en la educación superior. El estudio incluyó juicio de expertos por parte de investigadores en psicología educacional y estudiantes universitarios. Se aplicaron análisis cuantitativos (coeficiente V de Aiken con intervalos de confianza intra e intergrupos) y análisis cualitativos (revisión temática de observaciones).

Contenidos del repositorio

1. Protocolo_Juicio_Expertos_Investigadores.docx     Documento administrado a investigadores/as con experiencia en educación y evaluación. Contiene instrucciones, definiciones de dimensiones, ítems en revisión, escala de evaluación (1 a 5) y espacio para comentarios.

2. Protocolo_Juicio_Expertos_Estudiantes.docx     Versión adaptada del protocolo, dirigida a estudiantes universitarios con experiencia como receptores de retroalimentación docente. Incluye lenguaje accesible y formato simplificado.

3. Base_Juicio_Expertos_VIC.xlsx     Archivo Excel con:   - Datos crudos de respuestas individuales   - Promedios de claridad y pertinencia por ítem y por grupo   - Cálculo del coeficiente V de Aiken e intervalos de confianza (IC 95%)   - Comparación de IC entre estudiantes e investigadores   - Registro estructurado de comentarios cualitativos asociados a cada ítem

4. Base_Juicio_Expertos_DATA.xlsx     Archivo Excel con:   - Datos crudos de respuestas individuales
DOI: 10.15468/dl.t2szc3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyperolius tuberilinguis Smith, 1849",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((25.0214 -34.0501,25.5395 -34.1098,25.5395 -32.9007,20.509 -32.9007,20.509 -34.5676,20.524 -34.555,20.8859 -34.5419,20.9606 -34.4398,21.2995 -34.5131,21.5296 -34.4338,21.8696 -34.4439,22.0323 -34.2835,22.221 -34.2428,22.2566 -34.1304,22.5993 -34.0741,22.9652 -34.1674,23.4069 -34.1858,23.4955 -34.0792,23.6056 -34.0563,24.8471 -34.2877,24.9447 -34.2397,25.0214 -34.0501))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034399-250525065834625/datasets/export for details.
DOI: 10.3535/a0t-5sl-fbv
title: Staurophora celsia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17975383
title: SURPASS hazard assessment raw and processed data CS1
DOI: 10.3535/ax2-v6e-ww5
title: Ochropacha duplaris (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/t57-zkt-gz0
title: Cucullia gnaphalii (Hübner, 1813)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.5281/zenodo.17975382
title: SURPASS hazard assessment raw and processed data CS1
DOI: 10.3535/khf-10p-edw
title: Rhodophaea formosa Haworth, 1811

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/m4r-52n-qxx
title: Aphomia sociella (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/xmw-sf1-yl5
title: Allophyes (Allophyes) oxycanthae Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/lg2-6da-kld
title: Diaphora mendica (Clerck, 1759)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/4wp-6ze-vyy
title: Xanthia (Cirrhia) Hübner, 1816

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/pd2-wve-bgz
title: Conistra (Dasycampa) rubiginea ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/52e-vl5-g1m
title: Episcythrastis Meyrick, 1937

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/h7q-3fe-3dp
title: Fabriciana adippe ([Denis & Schiffermüller], 1775)

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.3535/zvz-zr5-yp6
title: Xestia (Pachnobia) tecta Hübner

description: Digital Specimen for the physical specimen hosted at Finnish Museum of Natural History.
DOI: 10.6084/m9.figshare.30911435
title: Dual-Path Detection and Physical Simulation for Sustainable Crack Evolution Monitoring in Ancient Chinese Murals

description: This study presents a dual-path framework for mural heritage conservation that integrates lightweight crack detection with physics-based simulation. In the detection path, a YOLO-MME model based on a MobileNetV4 backbone, enhanced multi-head cross-attention, and an improved IoU-based loss achieves an effective balance between accuracy and computational efficiency for resource-limited deployment. In the simulation path, a bi-layer RFPA3D model is employed to analyse the effects of loading ratio (λ=Δy/Δx) and overlay thickness (t) on crack evolution across four stages: initiation, propagation, coalescence, and saturation. Validation on 20 paired mural samples demonstrates strong cross-sectional consistency with field observations, quantified using a multi-level correspondence marker system, yielding high skeleton overlap (IoU = 0.82) and reduced geometric deviation relative to uncalibrated baselines. Importantly, the evaluation framework supports both agreement assessment and failure-mode diagnosis. By coupling data-driven detection with physical modelling, the framework enables standardized documentation and mechanism-oriented conservation decision-making.