cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.b7v9cu
title: Occurrence Download

description: A dataset containing 443750 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is one of (January, February, March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "Year 2010-2010"
 ]
}

 The dataset includes 443750 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007603-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57abe2
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Hong Kong",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Keteleeria fortunei (A.Murray bis) Carrière"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007616-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15110874
title: Global Electric Skateboard Market 2025 To 2034

description: Electric Skateboard Market Size, Trends and Insights By Type (Belt Driven Electric Skateboard, Hub Motor Design Electric Skateboard, Wheel Motors Electric Skateboard), By Speed (Less than 10 mph Electric Skateboard, 10 to 20 mph Electric Skateboard, More than 20 mph Electric Skateboard), By Distribution Channel (Electric Skateboard Sales via OEM (Original Equipment Manufacturer), Electric Skateboard Sales via Aftermarket), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

Global Electric Skateboard Market was valued at USD 2.23 Billion in 2025 and is expected to reach USD 3.41 Billion by 2034, at a CAGR of 5.12% during the Forecast period 2025 – 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=68318
DOI: 10.5281/zenodo.15110875
title: Global Electric Skateboard Market 2025 To 2034

description: Electric Skateboard Market Size, Trends and Insights By Type (Belt Driven Electric Skateboard, Hub Motor Design Electric Skateboard, Wheel Motors Electric Skateboard), By Speed (Less than 10 mph Electric Skateboard, 10 to 20 mph Electric Skateboard, More than 20 mph Electric Skateboard), By Distribution Channel (Electric Skateboard Sales via OEM (Original Equipment Manufacturer), Electric Skateboard Sales via Aftermarket), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

Global Electric Skateboard Market was valued at USD 2.23 Billion in 2025 and is expected to reach USD 3.41 Billion by 2034, at a CAGR of 5.12% during the Forecast period 2025 – 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=68318
DOI: 10.26188/28694336
title: Full raw dataset for the study entitled: 'A refined low-dose murine model of <i>Mycobacterium ulcerans</i> infection to assess integrated immune networks in Buruli ulcer pathogenesis'

description: Full dataset (including immunological and microbiological data) for the study entitled: '<b>A refined low-dose murine model of </b><b><i>Mycobacterium ulcerans</i></b><b> infection to assess integrated immune networks in </b><b>Buruli ulcer pathogenesis</b>'.
DOI: 10.26188/28694336.v1
title: Full raw dataset for the study entitled: 'A refined low-dose murine model of <i>Mycobacterium ulcerans</i> infection to assess integrated immune networks in Buruli ulcer pathogenesis'

description: Full dataset (including immunological and microbiological data) for the study entitled: '<b>A refined low-dose murine model of </b><b><i>Mycobacterium ulcerans</i></b><b> infection to assess integrated immune networks in </b><b>Buruli ulcer pathogenesis</b>'.
DOI: 10.15468/dl.v8pk3f
title: Occurrence Download

description: A dataset containing 170 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Hong Kong",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lagerstroemia L."
 ]
}

 The dataset includes 170 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007618-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsbza9
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Hong Kong",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lilium brownii F.E.Br. ex Miellez"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007619-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15110900
title: Global Sunflower Seeds Market 2025 To 2034

description: Sunflower Seeds Market Size, Trends and Insights By Product Type (Oilseed, Non-Oilseed), By Application (Edible Oil, Snacks, Confectionery, Bakery Products, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

Global Sunflower Seeds Market was valued at USD 29.27 Billion in 2025 and is expected to reach USD 35.98 Billion by 2034, at a CAGR of 2.14% during the forecast period 2025 – 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=68314
DOI: 10.5281/zenodo.15110901
title: Global Sunflower Seeds Market 2025 To 2034

description: Sunflower Seeds Market Size, Trends and Insights By Product Type (Oilseed, Non-Oilseed), By Application (Edible Oil, Snacks, Confectionery, Bakery Products, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

Global Sunflower Seeds Market was valued at USD 29.27 Billion in 2025 and is expected to reach USD 35.98 Billion by 2034, at a CAGR of 2.14% during the forecast period 2025 – 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=68314
DOI: 10.15468/dl.kbhys9
title: Occurrence Download

description: A dataset containing 12456 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Apterygiformes"
 ]
}

 The dataset includes 12456 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007621-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15110757
title: The allele frequency, missing rate of all the detected variants in inbred mouse study

description: 1. For the 35 strains and 39 strains, we respectively described the allele frequency (AF) and the missing rate of genotype for each SNP and INDEL variant. For SVs, only the missing rate of genotype was provided. Additionally, the length of each INDEL and SV variant was reported.

2. 35 classical inbred strainsA/J: AJC57BL/10J: B10J    C57L/J: C57LCBA/J: CBADBA/1J: DBA1JDBA/2J: DBA2JFVB/NJ: FVBKK.Cg-Ay/J: KKLP/J: LPNOD/ShiLtJ: NODNOR/LtJ: NORNZB/BlNJ: NZBNZW/LacJ: NZWTALLYHO/JngJ: THAKR/J: AKRB10.D2-Hc1 H2d H2-T18c/nSnJ: B10D2C3H/HeJ: C3HRF/J: RFSJL/J: SJLMRL/MpJ: MRLNZO/HILtJ: NZOSWR/J: SWR129S1/SvlmJ: 129S1BALB/cJ: BALBBTBR T+ Itpr3tf/J: BTBRBUB/BnJ: BUBMA/MyJ: MA/MyC58/J: C58JSM/J: SMJCE/J: CEPL/J: PLSEA/GnJ: SEAI/LnJ: ILNJ2RHJ/LeJ: RH2P/J: PJ

3. 4 wild-derived inbred strainsCAST/EiJ: CASTMOLF/EiJ: MOLFSPRET/EiJ: SPRETWSB/EiJ: WSB

4. s35: 35 classical inbred strains    s39: 35 classical inbred strains + 4 wild-derived inbred strains

5. af: allele frequency    miss: missing rate of genotype    len: length of indel or structural variant (sv)    snp: single nucleotide polymorphisms    indel: insertion-deletion    del: deletion    ins: insertion    dup: duplication    inv: inversion    small: length of structural variant (sv) is between 50 bp and 1000 bp    large: length of structural variant (sv) is greater than 1000 bp

6. The naming convention for ID in structural variation files is: "chr-pos-sv type-sv length", such as "chr1-3101582-DEL-357".
DOI: 10.5281/zenodo.15110909
title: Global Resort Wear Market 2025 To 2034

description: Resort Wear Market Size, Trends and Insights By Product Type (Clothing, Footwear, Accessories), By End-User (Men, Women, Kids), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

Global Resort Wear Market was valued at USD 25.98 Billion in 2025 and is expected to reach USD 45.19 Billion by 2034, at a CAGR of 5.79% during the forecast period 2025 – 2034.

The global resort wear market covers garments and accessories that are made for leisure and vacation environments such as vacation resorts, cruise voyages, and tropical locations. It features swimwear, cover-ups, sundresses, kaftans, shorts, linen shirts, sandals, and hats for men and women.

The market grows through luxury brands, designer collections, and sustainable fashion, driven by rising disposable income, increasing travel and tourism, and changing fashion trends. Major distribution channels comprise internet retailers, department stores, and specialty shops. The market trends are driven by seasonal demand, regional preferences, and innovations in fabrics, resulting in an increase of premium and eco-friendly resort wear among consumers.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=68299
DOI: 10.5281/zenodo.15110910
title: Global Resort Wear Market 2025 To 2034

description: Resort Wear Market Size, Trends and Insights By Product Type (Clothing, Footwear, Accessories), By End-User (Men, Women, Kids), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

Global Resort Wear Market was valued at USD 25.98 Billion in 2025 and is expected to reach USD 45.19 Billion by 2034, at a CAGR of 5.79% during the forecast period 2025 – 2034.

The global resort wear market covers garments and accessories that are made for leisure and vacation environments such as vacation resorts, cruise voyages, and tropical locations. It features swimwear, cover-ups, sundresses, kaftans, shorts, linen shirts, sandals, and hats for men and women.

The market grows through luxury brands, designer collections, and sustainable fashion, driven by rising disposable income, increasing travel and tourism, and changing fashion trends. Major distribution channels comprise internet retailers, department stores, and specialty shops. The market trends are driven by seasonal demand, regional preferences, and innovations in fabrics, resulting in an increase of premium and eco-friendly resort wear among consumers.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=68299
DOI: 10.15468/dl.hjnvkc
title: Occurrence Download

description: A dataset containing 112 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Hong Kong",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliaceae"
 ]
}

 The dataset includes 112 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007624-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15110609
title: The allele frequency, missing rate of all the detected variants in inbred mouse study

description: 1. For the 35 strains and 39 strains, we respectively described the allele frequency (AF) and the missing rate of genotype for each SNP and INDEL variant. For SVs, only the missing rate of genotype was provided. Additionally, the length of each INDEL and SV variant was reported.

2. 35 classical inbred strainsA/J: AJC57BL/10J: B10J    C57L/J: C57LCBA/J: CBADBA/1J: DBA1JDBA/2J: DBA2JFVB/NJ: FVBKK.Cg-Ay/J: KKLP/J: LPNOD/ShiLtJ: NODNOR/LtJ: NORNZB/BlNJ: NZBNZW/LacJ: NZWTALLYHO/JngJ: THAKR/J: AKRB10.D2-Hc1 H2d H2-T18c/nSnJ: B10D2C3H/HeJ: C3HRF/J: RFSJL/J: SJLMRL/MpJ: MRLNZO/HILtJ: NZOSWR/J: SWR129S1/SvlmJ: 129S1BALB/cJ: BALBBTBR T+ Itpr3tf/J: BTBRBUB/BnJ: BUBMA/MyJ: MA/MyC58/J: C58JSM/J: SMJCE/J: CEPL/J: PLSEA/GnJ: SEAI/LnJ: ILNJ2RHJ/LeJ: RH2P/J: PJ

3. 4 wild-derived inbred strainsCAST/EiJ: CASTMOLF/EiJ: MOLFSPRET/EiJ: SPRETWSB/EiJ: WSB

4. s35: 35 classical inbred strains    s39: 35 classical inbred strains + 4 wild-derived inbred strains

5. af: allele frequency    miss: missing rate of genotype    len: length of indel or structural variant (sv)    snp: single nucleotide polymorphisms    indel: insertion-deletion    del: deletion    ins: insertion    dup: duplication    inv: inversion    small: length of structural variant (sv) is between 50 bp and 1000 bp    large: length of structural variant (sv) is greater than 1000 bp

6. The naming convention for ID in structural variation files is: "chr-pos-sv type-sv length", such as "chr1-3101582-DEL-357".
DOI: 10.5281/zenodo.15110610
title: The allele frequency, missing rate of all the detected variants in inbred mouse study

description: This file may be automatically previewed on Zenodo, but for the best experience, please download and view it locally.

1. For the 35 strains and 39 strains, we respectively described the allele frequency (AF) and the missing rate of genotype for each SNP and INDEL variant. For SVs, only the missing rate of genotype was provided. Additionally, the length of each INDEL and SV variant was reported.

2. 35 classical inbred strainsA/J: AJC57BL/10J: B10J    C57L/J: C57LCBA/J: CBADBA/1J: DBA1JDBA/2J: DBA2JFVB/NJ: FVBKK.Cg-Ay/J: KKLP/J: LPNOD/ShiLtJ: NODNOR/LtJ: NORNZB/BlNJ: NZBNZW/LacJ: NZWTALLYHO/JngJ: THAKR/J: AKRB10.D2-Hc1 H2d H2-T18c/nSnJ: B10D2C3H/HeJ: C3HRF/J: RFSJL/J: SJLMRL/MpJ: MRLNZO/HILtJ: NZOSWR/J: SWR129S1/SvlmJ: 129S1BALB/cJ: BALBBTBR T+ Itpr3tf/J: BTBRBUB/BnJ: BUBMA/MyJ: MA/MyC58/J: C58JSM/J: SMJCE/J: CEPL/J: PLSEA/GnJ: SEAI/LnJ: ILNJ2RHJ/LeJ: RH2P/J: PJ

3. 4 wild-derived inbred strainsCAST/EiJ: CASTMOLF/EiJ: MOLFSPRET/EiJ: SPRETWSB/EiJ: WSB

4. s35: 35 classical inbred strains    s39: 35 classical inbred strains + 4 wild-derived inbred strains

5. af: allele frequency    miss: missing rate of genotype    len: length of indel or structural variant (sv)    snp: single nucleotide polymorphisms    indel: insertion-deletion    del: deletion    ins: insertion    dup: duplication    inv: inversion    small: length of structural variant (sv) is between 50 bp and 1000 bp    large: length of structural variant (sv) is greater than 1000 bp

6. The naming convention for ID in structural variation files is: "chr-pos-sv type-sv length", such as "chr1-3101582-DEL-357".
DOI: 10.15468/dl.qy7qaw
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Hong Kong",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nepenthes L."
 ]
}

 The dataset includes 110 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007626-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7tycx9
title: Occurrence Download

description: A dataset containing 754 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Hong Kong",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Orchidaceae"
 ]
}

 The dataset includes 754 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007627-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15110917
title: Global Active Phased Array Radar Market 2025 To 2034

description: Active Phased Array Radar Market Size, Trends and Insights By Component (Transmitter, Receiver, Antenna, Digital Signal Processor, Others), By Platform (Airborne, Naval, Land, Space), By Application (Defense, Commercial, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

Global Active Phased Array Radar Market was valued at USD 7.81 Billion in 2025 and is expected to reach USD 14.31 Billion by 2034, at a CAGR of 6.42% during the Forecast period 2025- 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=68242
DOI: 10.5281/zenodo.15110918
title: Global Active Phased Array Radar Market 2025 To 2034

description: Active Phased Array Radar Market Size, Trends and Insights By Component (Transmitter, Receiver, Antenna, Digital Signal Processor, Others), By Platform (Airborne, Naval, Land, Space), By Application (Defense, Commercial, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

Global Active Phased Array Radar Market was valued at USD 7.81 Billion in 2025 and is expected to reach USD 14.31 Billion by 2034, at a CAGR of 6.42% during the Forecast period 2025- 2034.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=68242
DOI: 10.15468/dl.q44hmr
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Hong Kong",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Platycodon grandiflorus (Jacq.) A.DC."
 ]
}

 The dataset includes 31 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007628-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5z83tt
title: Occurrence Download

description: A dataset containing 667 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 {
 "or" : [
 "Geometry POLYGON((-97.34126 49.01276,-97.29604 49.01276,-97.29604 49.02784,-97.34126 49.02784,-97.34126 49.01276))",
 "Geometry POLYGON((-96.89431 45.35986,-96.78461 43.79412,-94.18168 43.85265,-93.88249 43.85265,-92.58602 43.82404,-91.72835 43.9138,-92.28683 44.56203,-91.95772 46.83586,-89.43458 48.10241,-94.36119 48.97005,-97.32314 49.01992,-96.89431 45.35986))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leucanthemum vulgare Lam."
 ]
}

 The dataset includes 667 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007631-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7avxz
title: Occurrence Download

description: A dataset containing 805516 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Magnoliopsida"
 ]
}

 The dataset includes 805516 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007622-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.puku6u
title: Occurrence Download

description: A dataset containing 2610347 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-76.9358 2.34122,-75.05726 2.34131,-75.05726 4.21894,-76.89568 4.13643,-76.9358 2.34122))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 2610347 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007614-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15110604
title: Amery Ice Shelf Grounding Line Datapoints Automated Extraction from Airborne Ice-penetrating Radar

description: We present a new grounding line product for the Amery Ice Shelf, derived from ice-penetrating radar data. The dataset consists of 85 grounding line points, automatically identified from 53 survey lines collected between 2017 and 2020. These points were extracted based on significant changes in radar echo reflections between the ice-bedrock and ice-seawater interfaces along continuous survey lines. A comparison between the radar-derived grounding line positions and satellite-based measurements shows a mean separation of 0.65 ± 0.57 km. The Radar-derived grounding line positions (85 points) dataset contains five attributes: latitude, longitude, point ID, ice thickness, and the radar data collection date.
DOI: 10.6084/m9.figshare.28694144
title: Predicting the Activation Temperature of 4D-Printed Parts through Machine Learning Algorithms with a Sparse Dataset-Supplementary Information.docx

description: This study aimed to predict the glass transition temperature (T<sub>g</sub>) of 4D-printed shape memory polymers (SMPs) using machine learning while considering 4D printing process parameters and resin composition ratios with a limited dataset. The T<sub>g</sub> plays a crucial role in shape recovery, as it represents the activation temperature of 4D-printed SMPs, thus necessitating accurate predictions. However, while previous studies have applied machine learning models to predict strain and recovery stress, the effects of fabrication parameters on T<sub>g</sub> have not been sufficiently explored. To address this gap, this study developed a predictive model, integrating both resin composition ratios and post-processing parameters, to estimate T<sub>g</sub>. Five machine learning models were trained and evaluated using data from Graeco-Latin square design and one-factor-at-a-time experimental design. Among these, support vector regression demonstrated the highest prediction accuracy (MAE: 1.06, MSE: 2.62), making it the most suitable model. Additionally, the trend of the predicted T<sub>g</sub> aligned closely with findings from previous studies, further validating the approach. It proposes a predictive model that enables the efficient optimization of 4D printing materials using a small experimental dataset. By leveraging this approach, both experimental time and cost can be reduced significantly while permitting precise material design and process control.