cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8u8drz
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Schismus barbatus",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 50 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022351-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9yx7c
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022354-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.6234054
title: Fast Calorimeter Simulation Challenge 2022 - Dataset 1

description: This is dataset 1 of the “Fast Calorimeter Simulation Challenge 2022”. It is based on the ATLAS GEANT4 open datasets that were published here. There are four files, two for photons and two for charged pions. Each dataset contains the voxelised shower information obtained from single particles produced at the calorimeter surface in the η range (0.2-0.25) and simulated in the ATLAS detector. Each file contains "incident_energies" of shape (num_showers, 1) and "showers" of shape (num_showers, num_voxels). There are 15 incident energies from 256 MeV up to 4 TeV produced in powers of two. 10k events are available in each sample with the exception of those at higher energies that have a lower statistics. These samples were used to train the corresponding two GANs presented in the AtlFast3 paper SIMU-2018-04 and in the FastCaloGAN note ATL-SOFT-PUB-2020-006. The number of radial and angular bins varies from layer to layer and is also different for photons and pions, resulting in 368 voxels for photons and 533 for pions.


dataset_1_photons_1.hdf5 and dataset_1_pions_1.hdf5 should be used for training, dataset_1_photons_2.hdf5 and dataset_1_pions_2.hdf5 for evaluation.


More details, in particular helper scripts to parse the data and calculate and visualize basic high-level physics features, are available at https://calochallenge.github.io/homepage/
DOI: 10.5281/zenodo.8099322
title: Fast Calorimeter Simulation Challenge 2022 - Dataset 1

description: This is dataset 1 of the “Fast Calorimeter Simulation Challenge 2022”. It is based on the ATLAS GEANT4 open datasets that were published here. There are four files, two for photons and two for charged pions. Each dataset contains the voxelised shower information obtained from single particles produced at the calorimeter surface in the η range (0.2-0.25) and simulated in the ATLAS detector. Each file contains "incident_energies" of shape (num_showers, 1) and "showers" of shape (num_showers, num_voxels). There are 15 incident energies from 256 MeV up to 4 TeV produced in powers of two. 10k events are available in each sample with the exception of those at higher energies that have a lower statistics. These samples were used to train the corresponding two GANs presented in the AtlFast3 paper SIMU-2018-04 and in the FastCaloGAN note ATL-SOFT-PUB-2020-006. The number of radial and angular bins varies from layer to layer and is also different for photons and pions, resulting in 368 voxels for photons and 533 for pions.


dataset_1_photons_1.hdf5 and dataset_1_pions_1.hdf5 should be used for training, dataset_1_photons_2.hdf5 and dataset_1_pions_2.hdf5 for evaluation.


More details, in particular helper scripts to parse the data and calculate and visualize basic high-level physics features, are available at https://calochallenge.github.io/homepage/
DOI: 10.15468/dl.4pavsw
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plecturocebus caquetensis"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022356-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15924516
title: Aligning EVERSE Training resources from research clusters to RSQKit within EVERSE

description: The WP5 in EVERSE aims to align, adapt, extend, and curate Research Software quality training resources across research communities, building around the Research Software Quality Kit (RSQKit), and to deliver a recognition framework for rewarding scientists and trainers for their contributions to research software, adapting existing platforms aligned to larger research attribution initiatives. 

This dataset is a curated set of training resources collected in collaborative workshops with different research communities and aligned with best practices for research software
DOI: 10.15468/dl.q68xyu
title: Occurrence Download

description: A dataset containing 769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Chinese Taipei, China)",
 "TaxonKey is Dioscorea polystachya"
 ]
}

 The dataset includes 769 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022355-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rrcu29
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oulema melanopus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 177 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022353-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akgab6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADL4957"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022357-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m5d9bk
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is Peru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022360-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29580641
title: A dataset of a multidimensional framework for quantifying Brazil-China merchandise trade dependence

description: A dataset of a multidimensional framework for quantifying Brazil-China merchandise trade dependence
DOI: 10.6084/m9.figshare.29580641.v1
title: A dataset of a multidimensional framework for quantifying Brazil-China merchandise trade dependence

description: A dataset of a multidimensional framework for quantifying Brazil-China merchandise trade dependence
DOI: 10.15468/dl.xr9dpw
title: Occurrence Download

description: A dataset containing 647 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 647 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022358-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.neuv9f
title: Occurrence Download

description: A dataset containing 1944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1944 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022359-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7y6rke
title: Occurrence Download

description: A dataset containing 181 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Setaria verticillata",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 181 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022361-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ypfrr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ACZ5005"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022362-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2my90x
title: CCDC 2441219: Experimental Crystal Structure Determination

description: Related Article: Suma Basappa, Aishwarya Prakash, Adithya K. P, Manoj V. Mane, Shubhankar Kumar Bose|2025|Org.Lett.|27|4811|doi:10.1021/acs.orglett.5c01382
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.fn75pr
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations, India Biodiversity Portal publication grade dataset)",
 "GadmGid is IND",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhabdophis plumbicolor"
 ]
}

 The dataset includes 161 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022363-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ejqtk
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plecturocebus cinerascens"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022364-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.md5w2r
title: Occurrence Download

description: A dataset containing 171 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nomascus leucogenys"
 ]
}

 The dataset includes 171 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022365-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cycybg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is Serbia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022366-250711103210423/datasets/export for details.
DOI: 10.15468/dl.tn92a7
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Setaria verticillata",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022367-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14457/tu.the.2024.267
title: The effectiveness of a cognitive-autonomous motivation program on coping ability, alcohol consumption behavior, and severity of dependence for alcohol-dependent patients

description: Relapses into heavy alcohol use among alcohol-dependent patients remain relatively common following the completion of treatment, which is a significant global health challenge and leads to both physical and psychosocial consequences. This study employed a quasi-experimental repeated measures design to examine the effects of the cognitive-autonomous motivation program (CAMP) on coping ability, alcohol consumption behavior, and severity of alcohol dependence. The study was conducted with 71 alcohol-dependent patients who met the inclusion criteria and received treatment from the addiction ward of the Thai tertiary care hospital. Participants were assigned to experimental and control groups based on treatment timeframes to minimize cross-group contamination. Additionally, they were matched based on levels of alcohol craving to control for potential confounding variables. The experimental group (n = 36) received the CAMP program, while the control group (n = 35) received conventional nursing care. Outcome measures were collected at baseline, and at 4 and 8 weeks following hospital discharge (Time 1, Time 2, and Time 3, respectively). Data were analyzed using repeated measures multivariate analysis of variance (MANOVA). The results were as follows: 1) The mean scores for alcohol consumption behavior and severity of dependence in the experimental group at Times 2 and 3 were significantly decreased from Time 1 (p &lt; .05). At Time 3, there were no statistically significant differences from Time 2 (p &gt;.05).2) The mean scores for alcohol consumption behavior and severity of dependence in the experimental group were statistically lower than those in the control group at Times 2 and 3 (p &lt; .05). 3) The mean scores for the problem-focused coping ability of the experimental group at Times 2 and 3 were significantly increased from Time 1 (p &lt; .05). At Time 3, there were no statistically significant differences from Time 2 (p &gt;.05). 4) The mean scores for the problem-focused coping ability of the experimental group were significantly higher than the control group at Times 2 and 3 (p &lt; .05). 5) The mean scores for the emotional-focused coping and avoidance coping ability of the experimental group at Times 2 and 3 were significantly decreased from Time 1 (p &lt; .05). At Time 3, there were no statistically significant differences from Time 2 (p &gt;.05). 6) The mean scores for emotional-focused coping and avoidance coping ability in the experimental group were significantly lower than those in the control group at Times 2 and 3 (p &lt; .05). In conclusion, the CAMP program demonstrated positive effects on coping ability, alcohol consumption behavior, and the severity of alcohol dependence among alcohol-dependent patients, as measured at 4 and 8 weeks following hospital discharge.
DOI: 10.15468/dl.6c3naz
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Setaria verticillata",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 172 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022368-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27977730
title: Identification of cepharanthine as an effective inhibitor of African swine fever virus replication

description: African swine fever virus (ASFV) causes highly contagious swine disease, African swine fever (ASF), thereby posing a severe socioeconomic threat to the global pig industry and underscoring that effective antiviral therapies are urgently required. To identify safe and efficient anti-ASFV compounds, a natural compound library was screened by performing an established cell-based ELISA in an ASFV-infected porcine alveolar macrophage (PAM) model. In total, 6 effective anti-ASFV compounds with low cytotoxicity were identified. Cepharanthine (CEP), a bisbenzylisoquinoline alkaloid, was the most potent inhibitor effect with an IC<sub>50</sub> of 0.3223 μM. To further investigate the mechanism through which CEP inhibits ASFV replication, transcriptome profiles were generated in PAMs treated with CEP and/or infected with ASFV. ASFV infection dramatically altered immune response-associated gene expression. CEP treatment upregulated the expression of cholesterol biosynthesis-related genes, regardless of infection status. According to time-of-addition experiments, CEP primarily exerts its antiviral effect during the early stages of ASFV infection, specifically by inhibiting viral entry. Transcriptomic analysis suggested that CEP blocks ASFV entry through the clathrin-mediated endocytosis pathway by increasing EHD2 gene expression in macrophages. Disrupting EHD2 with small interfering RNA promoted ASFV entry into clathrin-positive vesicles. Finally, the protective effect of CEP <i>in vivo</i> was evaluated using ASFV-infected pigs. CEP could provide partial protection against ASFV infection, as indicated by an increase in survival time from 9.67 days to 16.67 days. Our findings imply that CEP exhibits potential antiviral activity against ASFV infection in PAMs, positioning it as a promising therapeutic strategy for ASF.
DOI: 10.6084/m9.figshare.27977730.v1
title: Identification of cepharanthine as an effective inhibitor of African swine fever virus replication

description: African swine fever virus (ASFV) causes highly contagious swine disease, African swine fever (ASF), thereby posing a severe socioeconomic threat to the global pig industry and underscoring that effective antiviral therapies are urgently required. To identify safe and efficient anti-ASFV compounds, a natural compound library was screened by performing an established cell-based ELISA in an ASFV-infected porcine alveolar macrophage (PAM) model. In total, 6 effective anti-ASFV compounds with low cytotoxicity were identified. Cepharanthine (CEP), a bisbenzylisoquinoline alkaloid, was the most potent inhibitor effect with an IC<sub>50</sub> of 0.3223 μM. To further investigate the mechanism through which CEP inhibits ASFV replication, transcriptome profiles were generated in PAMs treated with CEP and/or infected with ASFV. ASFV infection dramatically altered immune response-associated gene expression. CEP treatment upregulated the expression of cholesterol biosynthesis-related genes, regardless of infection status. According to time-of-addition experiments, CEP primarily exerts its antiviral effect during the early stages of ASFV infection, specifically by inhibiting viral entry. Transcriptomic analysis suggested that CEP blocks ASFV entry through the clathrin-mediated endocytosis pathway by increasing EHD2 gene expression in macrophages. Disrupting EHD2 with small interfering RNA promoted ASFV entry into clathrin-positive vesicles. Finally, the protective effect of CEP <i>in vivo</i> was evaluated using ASFV-infected pigs. CEP could provide partial protection against ASFV infection, as indicated by an increase in survival time from 9.67 days to 16.67 days. Our findings imply that CEP exhibits potential antiviral activity against ASFV infection in PAMs, positioning it as a promising therapeutic strategy for ASF.
DOI: 10.14457/tu.the.2024.268
title: ความเข้าใจในอุปสรรคต่อการประยุกต์ใช้แนวทางปฏิบัติด้านเศรษฐกิจหมุนเวียนอัจฉริยะในอุตสาหกรรมน้ำมันและก๊าซในประเทศไทย

description: อุตสาหกรรมน้ำมันและก๊าซได้เริ่มประยุกต์ใช้แนวปฏิบัติด้านเศรษฐกิจหมุนเวียน (Circular Economy Practices) เพื่อให้สามารถบรรลุเป้าหมายในการลดการปล่อยก๊าซเรือนกระจกลง และได้ใส่หลักเศรษฐกิจหมุนเวียน (Circular Economy) ลงในแผนงานในด้านการพัฒนาอย่างยั่งยืนเพื่อตอบสนองต่อกระแสของโลกธุรกิจ อย่างไรก็ดีการประยุกต์ใช้แนวปฏิบัติด้านเศรษฐกิจหมุนเวียนยังคงประสบปัญหาและอุปสรรคในด้านต่างๆอยู่พอสมควร ถึงแม้ว่าในปัจจุบัน จะมีการนำเทคโนโลยีทางด้านดิจิทัลเข้ามาใช้กันอย่างแพร่หลายในอุตสาหกรรมซึ่งนำไปสู่แนวปฏิบัติด้านเศรษฐกิจหมุนเวียนอัจฉริยะ (Smart Circular Economy Practices) ก็ตาม ดังนั้นการศึกษาเพื่อทำความเข้าใจปัญหาและอุปสรรคต่อการประยุกต์ใช้แนวปฏิบัติด้านเศรษฐกิจหมุนเวียนอัจฉริยะ จึงมีความสำคัญอย่างมาก ที่จะนำไปสู่การแสวงหาแนวทางที่เป็นไปได้ และความร่วมมือจากทุกภาคส่วนที่เกี่ยวข้อง ในการแก้ไขและจัดการกับอุปสรรคอย่างมีประสิทธิผล อย่างไรก็ดีการศึกษาวิจัยในเรื่องนี้อย่างเฉพาะเจาะจงในอุตสาหกรรมน้ำมันและก๊าซยังมีไม่มากนัก จึงต้องใช้การศึกษางานวิจัยที่เกี่ยวข้องร่วมกับความรู้และประสบการณ์ในการทำงานในอุตสาหกรรมน้ำมันและก๊าซของผู้เชี่ยวชาญ (Industry Expert) ในการรวบรวมจัดทำรายการแนวทางปฏิบัติด้านเศรษฐกิจหมุนเวียนอัจฉริยะที่เกี่ยวข้องกับอุตสาหกรรมน้ำมันและก๊าซในประเทศไทย จากนั้นจึงดำเนินการสรุปและคัดเลือกอุปสรรคที่ปรากฏในการศึกษาวิจัยที่ผ่านมา ก่อนที่จะสัมภาษณ์ทั้งผู้เชี่ยวชาญและผู้บริหารในอุตสาหกรรมน้ำมันและก๊าซในประเทศไทยที่เกี่ยวข้องกับกลยุทธ์และการดำเนินงานในด้านการลดการปลดปล่อยก๊าซเรือนกระจก หรือ การประยุกต์ใช้แนวทางปฏิบัติด้านเศรษฐกิจหมุนเวียน เพื่อเก็บรวมรวมข้อมูล ข้อคิดเห็น และข้อเสนอแนะ หลังจากการสัมภาษณ์ ข้อมูลที่ได้จากการสัมภาษณ์จะถูกนำมาใช้ในการจัดลำดับความสำคัญของอุปสรรคโดยวิธี Best-Worst Method ส่วนข้อมูลข้อคิดเห็นของผู้เชี่ยวชาญจะถูกนำมาใช้ในการวิเคราะห์ลำดับความสำคัญ รวมทั้งอธิบายถึงสาเหตุเชิงลึกที่ทำให้บางอุปสรรคมีลำดับความสำคัญสูงกว่าอุปสรรคอื่นๆ ข้อมูล ข้อคิดเห็น และข้อเสนอแนะของผู้เชี่ยวชาญยังจะถูกนำไปใช้ เพื่อนำเสนอแนวทางในการรับมือและจัดการกับอุปสรรคที่มีลำดับความสำคัญสูงที่มีผลกระทบอย่างมากต่อการการประยุกต์ใช้แนวทางปฏิบัติด้านเศรษฐกิจหมุนเวียนอัจฉริยะต่อไป
DOI: 10.14457/tu.the.2024.269
title: ผลกระทบต่อบริษัทเงินติดล้อ จำกัด (มหาชน) จากการแพร่ระบาดโควิด-19

description: การศึกษานี้มีวัตถุประสงค์เพื่อวิเคราะห์ผลกระทบจากการแพร่ระบาดของโรคโควิด-19 ต่อบริษัท เงินติดล้อ จำกัด (มหาชน) โดยใช้อัตราส่วนทางการเงินและการสัมภาษณ์เชิงลึกกับพนักงานของบริษัท โดยแบ่งประเภทอัตราส่วนทางการเงินออกเป็น 2 ประเภทนั้นคือ อัตราส่วนด้านความสามารถในการทำกำไร และอัตราส่วนด้านคุณภาพของสินเชื่อ โดยดูแนวโน้มและเปรียบเทียบกับบริษัทอื่น ๆ ในกลุ่มธุรกิจเช่าซื้อรถยนต์ โดยผลการวิจัยพบว่าในช่วงแรกของการแพร่ระบาด บริษัทได้รับผลกระทบทางการเงินมีแนวโน้มผันผวน เนื่องจากมีมาตรการช่วยเหลือลูกค้า เช่น การพักชำระหนี้และการลดค่างวด อย่างไรก็ตามเมื่อมาตรการสิ้นสุดลง ผลกระทบต่อสถานะทางการเงินของบริษัทเริ่มมีความชัดเจนมากขึ้น โดยเฉพาะการลดลงของความสามารถในการทำกำไรและการเพิ่มขึ้นของหนี้เสีย ซึ่งสะท้อนให้เห็นจากการวิเคราะห์แนวโน้มทางการเงินและสอดคล้องกับบทสัมภาษณ์พนักงาน ที่ให้สัมภาษณ์ในส่วนของทางด้านการเงินและทางด้านการปรับตัวของบริษัท และเพื่อรับมือกับสถานการณ์ดังกล่าว บริษัทได้ปรับเปลี่ยนโครงสร้างองค์กรเป็นบริษัทโฮลดิ้งส์ และขยายธุรกิจไปสู่ธุรกิจประกัน รวมถึงการร่วมลงทุนกับพันธมิตรในภูมิภาค เพื่อเพิ่มช่องทางการขายและขยายตลาด นอกจากนี้ยังมีการพัฒนาทักษะของบุคลากรและปรับโครงสร้างการดำเนินงานให้เหมาะสมกับบริบทหลังการแพร่ระบาด ซึ่งเป็นผลมาจากที่บริษัทจะต้องปรับตัวต่อเพื่อรองรับผลกระทบจากการแพร่ระบาดโควิด-19