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EDITORIAL DEEP DIVES

In-depth research analyses

Source-verified editorial analyses, ordered by latest publication date

972 analyses
Biodiversity76IMPACT SIGNAL
Regional foundational knowledge

A New Pristaulacus Wasp Species Expands the Biodiversity Record of Thailand

An integrative review of Thai Pristaulacus wasps combined morphology, DNA barcoding, and phylogenetic analysis. It recognizes 17 Thai species, describes P. chiangmaiensis as new to science, records P. vilhelmseni in Thailand for the first time, and supplies an identification key and distribution map.

Thai researchersBuntika A. Butcher and Chulalongkorn University-affiliated researchers
Energy Materials76IMPACT SIGNAL
Advanced energy-storage prototype

A Quasi-Solid Micro-Supercapacitor Operates Down to -20 C

A Chulalongkorn-affiliated team combined a redox-active deep-eutectic gel electrolyte with CNTs coated in ZIF-8-derived porous carbon, targeting ion transport, accessible surface area, and low-temperature operation. The laboratory device reported strong areal performance and retention.

Thai researchersJeng-Yu Lin and Chulalongkorn University-affiliated contributors
Circular Energy and Waste76IMPACT SIGNAL
Chemical-recycling potential

Temperature-Controlled Condensation for Gasoline-Range Fuel from Plastic Waste

A Thai team from Thammasat and Kalasin universities studies temperature-controlled condensation after plastic-waste pyrolysis to target gasoline-range products. ACS and Crossref exposed no abstract, so feedstock, temperatures, yield, and fuel-quality claims are withheld.

Thai researchersNattadon Pannucharoenwong; Snunkhaem Echaroj; Keyoon Duanguppama; Tanatorn Tanantong; Kumpanat Chaiphet; Chinnapat Turakarn; Phadungsak Ratanadecho
Agriculture and Environment81IMPACT SIGNAL
Circular-agriculture potential

Invasive Water-Moss Biochar Alters Stevia Responses to Drought

A Chiang Mai University-linked team converted invasive Salvinia cucullata into biochar and tested it on stevia across water-holding conditions. Biochar did not consistently increase biomass, but it was associated with altered shoot architecture, selected antioxidant traits, and expression of genes involved in steviol-glycoside biosynthesis.

Thai researchersPiyachat Sunanta; Pasin Norkum ai; Patipon Teerakitchotikan; Tibet Tangpao; Sarana Rose Sommano
Clinical Medicine80IMPACT SIGNAL
Clinical signal requiring external validation

Predictors of In-Hospital Death in High-Killip STEMI After Reperfusion

A retrospective cohort of PCI-treated STEMI patients with Killip class III-IV reported 18.8% in-hospital mortality. Low hemoglobin, low mean arterial pressure, use of more than two vasopressors, and multivessel PCI were associated with higher mortality.

Thai researchersChorchana Wichian; Thotsaporn Morasert; Surat Tongyoo; Arunsri Rattanaprom
Advanced Materials79IMPACT SIGNAL
Quantitative materials-design guidance

Molecular Weight Tunes the Heat-Strength-Ductility Balance in Stereocomplex PLA

A Mahasarakham University-linked study shows that PLLA and PDLA molecular-weight pairing controls stereocomplex crystallization, improving heat resistance but potentially causing brittleness. Experiments and finite-element analysis map a design space rather than optimizing a single property.

Thai researchersYottha Srithep
clinical-medicine84IMPACT SIGNAL

Expert Clinical Consensus on Body Surface Gastric Mapping Phenotypes for Gastroduodenal Disorders: ‘Auckland Classification’ v1.0

INTRODUCTION: Chronic gastroduodenal disorders remain challenging to manage, and new diagnostic approaches are needed to better delineate underlying causes and guide therapeutic decisions. Body Surface Gastric Mapping (BSGM) technologies combine high-resolution gastric myoelectrical activity measurements with symptom and psychological profiling to provide mechanistic insights into gastric motor and sensory dysfunction. An International Working Group convened to derive the first consensus classification of BSGM phenotypes (the "Auckland Classification"). METHODS: A Technical Group conducted a systematic literature and clinical database review to identify objective test biomarkers and candidate disease mechanisms. Evidence was synthesized across 50 studies (primarily in gastroparesis, chronic nausea and vomiting, and functional dyspepsia), and BSGM phenotypes were mapped to existing treatment guidelines. Subsequently, iterative review and development of consensus was performed by a Consensus Group composed of international clinical experts familiar with BSGM. Eleven statements underlying the classification were then derived and circulated as a final survey to establish agreement. RESULTS: Six BSGM phenotypes were endorsed: three defined by myoelectrical abnormalities (Dysrhythmic, High Frequency, and Low Meal Response) and three by characteristic symptom associations (Sensorimotor, Continuous, and Delayed Onset Symptoms). Published studies plausibly linked these phenotypes to mechanisms including interstitial cell of Cajal depletion, vagal impairment, hypomotility, visceral hypersensitivity, gut-brain dysregulation, and small bowel dysfunction. Phenotypes were also mapped to existing mechanism-based treatment guidelines. Ten out of the eleven statements had > 80%…

Thai researchers
clinical-medicine80IMPACT SIGNAL

Detection of cancer recurrence from Thai-English electronic medical records using sentence embeddings

OBJECTIVE: This study developed and validated monolingual and bilingual sentence-bidirectional encoder representations from transformers (SBERT) models for detecting cancer recurrence within Thai-English electronic medical records (EMRs) from Thai cancer hospitals. METHOD: A multicentre dataset of 32 436 documents from 1250 patients was used for model development. External validation involved an independent dataset of 9244 documents from 384 patients across two Thai cancer hospitals. Performance was benchmarked against a fine-tuned PubMedBERT (MetBERT). RESULTS: The development dataset included breast (43.9%), colorectal (12.1%), cervical (28.0%) and head and neck (16.0%) cancers. MetBERT achieved the highest area under the precision-recall curve (AUPRC) for locoregional versus no recurrence (11.1%) and locoregional versus distant recurrence (91.7%), while monolingual-SBERT excelled at distant versus no recurrence (32.0%). External validation demonstrated MetBERT superiority for locoregional versus no recurrence (9.30%-21.50%). For distant versus no recurrence, bilingual-SBERT performed best with AUPRC 17.55%-24.39%. While MetBERT led in distinguishing locoregional versus distant recurrence (88.30%-94.70%), bilingual-SBERT demonstrated robust external validation performance (AUPRC 85.25%-91.80%). DISCUSSION: Low AUPRC values (9%-32%) reflect the extreme class imbalance in real-world data (~1% recurrence prevalence). Despite this, fine-tuned MetBERT achieved highest performance, while bilingual-SBERT demonstrated superior robustness during external validation. This validates sentence embedding models for handling mixed Thai-English medical records in multilingual clinical environments. CONCLUSION: Sentence embedding frameworks provide a practical, generalisable solution…

Thai researchers
clinical-medicine79IMPACT SIGNAL

Pan-Asian adapted ESMO Clinical Practice Guidelines for the diagnosis, treatment, and follow-up of patients with hepatocellular carcinoma

The European Society for Medical Oncology (ESMO) Clinical Practice Guidelines for the diagnosis, treatment, and follow-up of patients with hepatocellular carcinoma (HCC) were published in May 2025 and were adapted in August 2025, according to previously established standard methodology, to produce the Pan-Asian adapted ESMO consensus guidelines for the management of Asian patients with HCC. The adapted guidelines presented in this manuscript are the consensus opinions reached by a panel of Asian experts in the treatment of patients with HCC representing the oncological societies of China (Chinese Society of Clinical Oncology), Indonesia (Indonesian Society of Hematology and Medical Oncology), India (Indian Society of Medical and Paediatric Oncology), Japan (Japanese Society of Medical Oncology), Korea (Korean Society of Medical Oncology), Malaysia [Malaysian Oncological Society (MOS)], the Philippines (Philippine Society of Medical Oncology), Singapore (Singapore Society of Oncology), Taiwan (Taiwan Oncology Society), and Thailand (Thai Society of Clinical Oncology) and coordinated by ESMO and the MOS. The voting was based on scientific evidence and was independent of current treatment practices, drug access restrictions, and reimbursement decisions in the different regions of Asia. The latter are discussed separately in the manuscript. The aim is to provide guidance for the optimisation and harmonisation of the management of patients with HCC across the different countries of Asia, drawing on the evidence provided by both Western and Asian trials. Attention is drawn to the disparity in the drug approvals and reimbursement strategies between the different regions.

Thai researchers
public-health77IMPACT SIGNAL

Microbial bioactive complex supplementation is associated with gut microbial fermentation and feed conversion in weaned piglets

Improving feed efficiency while maintaining gut stability is a key nutritional objective during the post-weaning period in piglets. This study investigated the effects of dietary supplementation with a microbial bioactive complex (MBC), composed of Pediococcus pentosaceus CACC616, Lactobacillus reuteri CACC607, L. dextrinicus CACC889, L. pentosus CACC891, and Saccharomyces cerevisiae CACC699, on feed efficiency and gut microbial fermentation in weaned piglets. The complex was produced via solid-state fermentation (SSF), enabling the co-delivery of viable microorganisms and fermentation-derived metabolites. A total of 34 piglets were randomly assigned to either a basal diet (control) or the same diet supplemented with MBC for 33 days. The MBC contained approximately 2.4 × 10 9 CFU/g of lactic acid bacteria and 5.17 × 10 6 CFU/g of yeast and was included in the diet at 0.5%. MBC supplementation significantly improved feed conversion ratio ( p < 0.05) and reduced average daily feed intake, indicating enhanced feed utilization efficiency without adverse effects on health-related blood parameters. The constituent strains exhibited desirable probiotic and safety characteristics, including tolerance to acidic and bile salt conditions, adhesion to porcine intestinal epithelial cells (IPEC-J2), absence of hemolytic activity, and low biogenic amine production. Microbial analysis revealed that taxa enriched in the MBC-treated group, including Succinivibrio and Succinivibrionaceae UCG-001 , are associated with carbohydrate fermentation and succinate-producing pathways. Collectively, these findings indicate that dietary supplementation with MBC is associated with improved feed conversion and changes in fermentation-related gut microbial taxa in weaned piglets, supporting its…

Thai researchers
public-health77IMPACT SIGNAL

Current underage alcohol consumption and school bullying victimization among Filipino adolescents: insight from GSHS for targeted public health interventions

Underage alcohol use and bullying are major adolescent health concerns in the Philippines. We estimated the prevalence of current alcohol use and its association with bullying victimization. We analyzed data from the 2019 Philippine Global School-Based Student Health Survey (GSHS). Current alcohol use was ≥1 drinking day in the past 30 days. Bullying exposures included school-based, outside-school, and cyberbullying in the past 12 months. Weighted chi-square tests and multivariable logistic regression were used to identify predictors. The current alcohol use prevalence was 20.4%. Alcohol use was more likely among males (aOR = 1.77; 95% CI: 1.58–1.98). Adolescents < 15 years had lower odds than those ≥15 years (aOR = 0.55; 95% CI: 0.49–0.61). Bullying victimization was independently associated with drinking, strongest for cyberbullying (aOR = 2.36; 95% CI: 2.08–2.68), with additional associations for school-based (aOR = 1.39) and outside-school bullying (aOR = 1.51). Underage drinking is closely linked to bullying, particularly cyberbullying, supporting integrated school-based prevention combining psychosocial support, digital literacy, and gender-responsive strategies.

Thai researchers
environmental-engineering77IMPACT SIGNAL

Multiple Evidenced-Based Approaches for ecological conservation practices in Ōhiwa Harbour, Aotearoa New Zealand

Context Although once widespread, tuangi (cockle, Austrovenus stutchburyi), a taonga (sacred) species for local Māori people, have undergone significant declines in Ōhiwa Harbour, prompting local-led aspirations for their restoration. Aims This study demonstrates how balancing mātauranga Māori with ecological modelling can improve understanding of species and habitat relationships and support estuarine management. Methods We combine contextual historical mapping with a predictive Species Distribution Model (SDM) to identify suitable habitats for assessing and monitoring areas for a co-managed and co-implemented shellfish surveying and monitoring program in Ōhiwa Harbour, Aotearoa New Zealand. Species distribution and relative abundance were modelled using a SDM parameterised with Indigenous Knowledge and empirically derived environmental data informed by Iwi (tribal)-identified traditional harvesting areas. Results Model outputs indicated that large areas of Ōhiwa Harbour remain suitable for tuangi, with the higher predicted abundances in shallow sub-tidal and intertidal areas (

Thai researchers
BIBLIOGRAPHIC RESEARCH WATCHLIST

Bibliographic research records

Thailand-affiliated bibliographic records. These are not full analyses; they are ordered by Impact Signal and should be verified against the original source.

1,808records
1,808 records
77IMPACT SIGNAL
Clinical Medicine

Purifying Selection and Interspecific Differentiation at the Myf5 Locus Inform Hybrid Identification and Genetic Management of Thai Clariid Resources

Genes

Thailand-affiliated authors
Phonemany Thammachak · Ton Huu Duc Nguyen · Rinrapat Nitipatpornpanya · Anh Huynh Luu · Edem Uduak Linus · Thitipong Panthum · Kednapat Sriphairoj · Sittichai Hatachote · Satid Chatchaiphan · Chaiwut Grudpan · Jarungjit Grudpan · S. Kiriratnikom · Jiraboon Prasanpan · Orathai Sawatdichaikul · Worapong Singchat · Kornsorn Srikulnath
Institutions
Kasetsart University · Sakon Nakhon Rajabhat University · Ubon Ratchathani University · Thaksin University · Kalasin University
77IMPACT SIGNAL
Clinical Medicine

Long-acting reversible contraceptive use in postpartum and postabortion adolescents: initiation, predictors, and continuation outcomes

Reproductive Health

Thailand-affiliated authors
Paparnin Sangvornrungsie · Nalinee Panichyawat · Thanyarat Wongwananuruk · Nichamon Parkpinyo · Julaporn Pooliam · Marisa Vongsiri · Jaratporn Inthawong
Institutions
Siriraj Hospital · Mahidol University
77IMPACT SIGNAL
Clinical Medicine

Proteomic Analysis of Urinary Extracellular Vesicles Reveals Estrogen/Progesterone Status-Associated Biomarkers of Breast Cancer Patients: Potential Roles in Diagnosis and Prognosis

Journal of Health Science and Medical Research

Thailand-affiliated authors
Rassanee Bissanum · Nilobon Jeanmard · Hutcha Sriplung · Sawanya Charoenlappanit · Sittiruk Roytrakul · Raphatphorn Navakanitworakul
Institutions
Prince of Songkla University · National Science and Technology Development Agency
77IMPACT SIGNAL
Clinical Medicine

New Host and Geographic Records of Epifoliar Fungi on Cinnamomum loureiroi from Thailand

Phytotaxa

Thailand-affiliated authors
Asieh Vasighzadeh · Alireza Armand · Ruvishika S. Jayawardena · Kevin D. Hyde
Institutions
Mae Fah Luang University
77IMPACT SIGNAL
Clinical Medicine

Organization of the Digestive Tract and Localization of Protein Fibre in Electrophorus sp. (Gymnotiformes: Gymnotidae)

Acta Zoologica

Thailand-affiliated authors
Sinlapachai Senarat · Narit Thaochan · Kitiya Kongthong · Peerapon Sornying · Piyakorn Boonyoung
Institutions
Prince of Songkla University · Naresuan University
77IMPACT SIGNAL
Clinical Medicine

Multi-Targeted Neuroprotection by Areca catechu Against Cisplatin-Induced Neurotoxicity: Cellular, Caenorhabditis elegans, and Metabolomic Evidence

International Journal of Molecular Sciences

Thailand-affiliated authors
Kishoree Krishna Kumaree · Clerance Su Yee Cheong · Kanika Verma · Kartina Nadyani · Nureesun Mahamud · Pornpimol Mahamad · Tewin Tencomnao · Anchalee Prasansuklab · James Michael Brimson
Institutions
Chulalongkorn University
77IMPACT SIGNAL
Clinical Medicine

Investigation of Cytokine Profiles, the Expression of Genes Involved in Somatic Hypermutation and Peripheral Tolerance, and Their Correlation with Autoantibody Levels in Northern-Thai Immunodeficient Patients Carrying Anti-Interferon-γ Autoantibodies

International Journal of Molecular Sciences

Thailand-affiliated authors
Kritsadee Rattanathammethee · Kriangkrai Chawansuntati · Nongkran Lumjuan · Nattaya Nusartsang · Romanee Chaiwarith · Jutarat Praparattanapan · Khuanchai Supparatpinyo · Jiraprapa Wipasa
Institutions
Chiang Mai University
77IMPACT SIGNAL
Clinical Medicine

Real-world evidence on off-label underdosing of direct oral anticoagulants in Asian patients with atrial fibrillation: prescribing patterns, determinants, and outcomes

Future Science OA

Thailand-affiliated authors
Supisara Pholprasittito · Supharat Wattanasombat · Natrawee Bureekam
Institutions
Lampang Hospital · ChiangRai Prachanukroh Hospital
77IMPACT SIGNAL
Clinical Medicine

Elevated lipoprotein(a), trimethylamine n-oxide, and gut dysbiosis are associated with subclinical coronary atherosclerosis independent of metabolic dysfunction-associated steatotic liver disease

Scientific Reports

Thailand-affiliated authors
Pairoj Chattranukulchai · Monravee Tumkosit · Pattida Kongsomboonchoke · Pinidphon Prombutara · Anchalee Avihingsanon · Isawan Petchlorlian · Kearkiat Praditpornsilpa · Pisit Tangkijvanich
Institutions
Chulalongkorn University · King Chulalongkorn Memorial Hospital · Thai Red Cross Society · HIV Netherlands Australia Thailand Research Collaboration
77IMPACT SIGNAL
Clinical Medicine

Potent Cross-SerotypeDengue Neutralization with LowADE by AG-Strand-Targeting Anti-EDIII Antibodies

ACS Omega

Thailand-affiliated authors
Napon Nilchan · Anunyaporn Phungsom · Mongkhonphan Tantiwatcharakunthon · Prasit Luangaram · Pattarakul Pakchotanon · Thaneeya Duangchinda · Romchat Kraivong · Tanapan Prommool · Chatchawan Srisawat · Chunya Puttikhunt
Institutions
National Science and Technology Development Agency · Mahidol University
77IMPACT SIGNAL
Clinical Medicine

Unexpected diversity of flower-associated Aureobasidium reveals sixteen novel species from northern Thailand

IMA Fungus

Thailand-affiliated authors
Chanokned Senwanna · Pratthana Kodchasee · Chirayut Kathongthung · Milan C. Samarakoon · Pannida Khunnamwong · Jaturong Kumla · Nakarin Suwannarach
Institutions
Chiang Mai University · Kasetsart University
77IMPACT SIGNAL
Clinical Medicine

Becker Muscular Dystrophy with Exon 27-43 Deletion: Clinical andGenetic Insights in a Pediatric Case: A Case Report

Medical Journal of Armed Police Force Nepal

Thailand-affiliated authors
Sri Ram K. C. · Bharat Chand · Drishti Poudel · Prakash Man Shah · Rajani Karki
Institutions
Police General Hospital
77IMPACT SIGNAL
Clinical Medicine

Intelligent Diagnosis of Periapical Pathologies in Dental Radiographs Using an Optimized Triple-Ensemble Deep Learning Framework with Real-World Clinical Validation

Intelligent Systems with Applications

Thailand-affiliated authors
Rapeepan Pitakaso · Kittipit Klanliang · Peerawat Luesak · Sarayut Gonwirat · Chutchai Kaewta · Prem Enkvetchakul · Chawis Boonmee
Institutions
Ubon Ratchathani University · Chiang Mai University · Rajamangala University of Technology Lanna · Kalasin University · Ubon Ratchathani Rajabhat University · Buriram Rajabhat University
77IMPACT SIGNAL
Clinical Medicine

Vitamin D and adverse pathologic features in patients undergoing radical prostatectomy in the contemporary magnetic resonance imaging‐guided management era

BJUI Compass

Thailand-affiliated authors
Sarita Chitjaroen · Kantima Jongjitaree · Varat Woranisarakul · Siros Jitpraphai · Tawatchai Taweemonkongsap · Sunai Leewansangtong · Sittiporn Srinualnad · Thitipat Hansomwong
Institutions
Siriraj Hospital
77IMPACT SIGNAL
Clinical Medicine

Can NEWS predict hospital mortality in patients who left the medical ICU? A retrospective cohort study in resource-limited setting

Annals of critical care

Thailand-affiliated authors
Seksan Chaisuksant · Watchara Boonsawat · Sittichai Khamsai · Kittisak Sawanyawisuth
Institutions
Khon Kaen University
77IMPACT SIGNAL
Clinical Medicine

Acute erythroid leukaemia transformation in polycythaemia vera with leukemic involvement in liver and ascites

BMJ Case Reports

Thailand-affiliated authors
Allison Kaye Lombridas Pagarigan · Natcha Sumpansirikul · Ekapun Karoopongse · Sanya Sukpanichnant
Institutions
Siriraj Hospital · Mahidol University
77IMPACT SIGNAL
Clinical Medicine

SUSTAINED CLINICAL REMISSION AND LONG-TERM SAFETY OF MOLNUPIRAVIR AS FIRST-LINE THERAPY FOR EFFUSIVE FELINE INFECTIOUS PERITONITIS: A 40-WEEK RETROSPECTIVE STUDY

Veterinary and Animal Science

Thailand-affiliated authors
Thiti Surakitkoson · Phuttipan Channgam · Walasinee Sakcamduang · Jeerawat Soonthornsit · Rungrote Osathanon
Institutions
Mahidol University
77IMPACT SIGNAL
Clinical Medicine

Complete mitochondrial genome characterization of the haemosporidian parasite Nycteria heischi in bats Megaderma spasma in Thailand

Current Research in Parasitology and Vector-Borne Diseases

Thailand-affiliated authors
Pattaranatcha Charnwichai · Juthathip Poofery · Dimas Novianto · Siwaporn Tuangpermsub · Thongchai Ngamprasertwong · Morakot Kaewthamasorn
Institutions
Chulalongkorn University
77IMPACT SIGNAL
Clinical Medicine

Accelerating Evidence-Based Practices in Acute Kidney Injury

Clinical Journal of the American Society of Nephrology

Thailand-affiliated authors
Nattachai Srisawat
Institutions
Chulalongkorn University · The Royal College Of Anesthesiologists Of Thailand
77IMPACT SIGNAL
Clinical Medicine

ALY688 confers cardioprotection through macrophage TGFβ-mediated Treg/Th17 dependent multi-organ responses

Pharmacological Research

Thailand-affiliated authors
Sasipat Teerawongsuwan · Ruttachuk Rungsiwiwut · Sivaporn Wannaiampikul
Institutions
Srinakharinwirot University
77IMPACT SIGNAL
Multidisciplinary

Innovative extraction technology and sustainable valorization of industrially-generated longan waste stream

Discover Food

Thailand-affiliated authors
Idris Kaida Zubairu · Noppol Leksawasdi · Sutee Wangtueai · Suphat Phongthai · Abubakar Ibrahim Garba · Yuthana Phimolsiripol
Institutions
Chiang Mai University
77IMPACT SIGNAL
Clinical Medicine

Effects of a Tubtim Chumphae Rice Extract Facial Serum on Skin Biophysical Properties in Healthy Middle-Aged Adults: A Split-Face Controlled Clinical Trial

Cosmetics

Thailand-affiliated authors
Thapanee Roengrit · Thirapit Subongkot · Thanchanok Sirirak · Suwipa Intakhiao · Jatuporn Phoemsapthawee · Piyapong Prasertsri
Institutions
Suranaree University of Technology · Burapha University · Kasetsart University
77IMPACT SIGNAL
Clinical Medicine

Impact of bacterial infection on native liver survival in children with cirrhosis due to biliary atresia

Clinical and Experimental Pediatrics

Thailand-affiliated authors
Varissara Kaewchaivijit · Pornthep Tanpowpong · Songpon Getsuwan · Sophida Boonsathorn · Chatmanee Lertudomphonwanit · Suporn Treepongkaruna
Institutions
Mahidol University · Ramathibodi Hospital
77IMPACT SIGNAL
Clinical Medicine

Antimicrobial peptide LL-37 promotes proliferation of human bone marrow-derived mesenchymal stem cells

Scientific Reports

Thailand-affiliated authors
Putida Pinthonglor · Pareena Chotjumlong · Dumnoensun Pruksakorn · Jeerawan Klangjorhor · Patcharawadee Thongkumkoon · Worakanya Buranaphatthana · Sarawut Kumphune · Chayarop Supanchart
Institutions
Chiang Mai University
EDITORIAL STANDARD

How we select research

We use OpenAlex, Crossref, PubMed, DOI records, and publisher pages, then verify Thai researcher participation before publication.

  1. 01Discover new researchFocus on the latest 90 days and verifiable Thai affiliations
  2. 02Assess signalsReview recency, quality, collaboration, and societal relevance
  3. 03Read with careReport findings with limitations and avoid claims beyond the evidence
  4. 04Open original sourcesEvery item includes a DOI, review date, and verification link