Two-Stage Model Classifies 46 Produce and Vegetable-Dish Categories at 92.43% Top-1 Accuracy, but Lacks On-Device Validation
The study developed a two-stage ThaiSook pipeline: a binary model first rejects non-produce images, after which a multiclass model identifies 43 fruit and vegetable types and three vegetable-heavy dishes. The 40,595-image dataset contained 11,210 labelled and 29,385 unlabelled user images. With label smoothing and temperature scaling, the pipeline reached 92.43% top-1, 94.56% top-3, and 94.91% top-5 accuracy; Noisy Student raised top-1 accuracy to 92.59%. However, results rely on one train–test split, without real on-device testing or evidence that classification improves dietary measurement or health outcomes.
Decho Surangsrirat · Panyawut Sri-iesaranusorn · Polathep VichitkunakornNational Science and Technology Development Agency (NSTDA) · Prince of Songkla University
This conceptual paper critiques transport decarbonization strategies that over-rely on coordination, optimization and prediction. Drawing on wu-wei, qi and yin-yang, it proposes governance as attunement to mobility systems that are emergent, contested and continually changing.
The article systematises a 40-instrument Isan orchestra without Western instruments, covering folk-melody motifs, counterpoint, polyphony, voice-leading, orchestration grids and seating for acoustic balance.
Survey and financial data from 179 Thai SMEs in 2021–2023 were modeled with XGBoost to distinguish internationally integrated from domestic-oriented firms. Internationalized SMEs showed configurations of financial agility, profitability, disciplined leverage, resource efficiency, international experience, team readiness, market knowledge and institutional connectivity.
The study assembled 1,097 chest radiographs from five institutions and 3,117 interpretations by six NIOSH-certified B readers. Participants were at least 15 years old, while people with HIV or opportunistic infection were excluded. Readings were compared with sputum smear, culture or molecular reference tests. Sixty-nine per cent of interpretations were abnormal; 87% of these were TB cases, while 83% of unremarkable readings were non-TB.
In 75 infants deliberately selected as G6PD deficient, intermediate or normal (25 each), the quantitative STANDARD G6PD test agreed closely with spectrophotometry and supported capillary testing through the first week using cord-blood thresholds. Enzyme activity declined at one and four months, and intermediate female infants may require age-specific interpretation.
Thai researchersGornpan Gornsawun · Eh Moo · Klay Htoo · Supalak Chalermvisutkul · Mary Ellen Gilder · Phaw Khu Moo · Laypaw Archusuksan · Taco Jan Prins · Borimas Hanboonkunupakarn · Rose McGready · Francois Nosten · Germana Bancone
Survey data from 279 Thai listed firms were analysed with PLS-SEM to test links among regulatory pressure, ESG integration capability, internationalisation orientation, sustainability innovation, perceived authenticity and financial sustainability performance.
Researchers extracted cellulose nanofibers from rice-husk pulp and chitin nanofibers from shrimp-shell pulp as coatings for cucumbers and papayas. Under normal-atmosphere storage, coated cucumbers reportedly remained fresh for up to four weeks and papayas for three weeks, versus 5–14 days uncoated, with less weight loss and new microbial growth. Safety, sensory quality, cost and real supply-chain replication remain to be established.
PASS, SwissADME, ProTox and docking predicted favourable properties for luteolin and apigenin, with calculated NS2B-NS3 allosteric binding of -7.74 and -7.67 kcal/mol and interactions with host C-type lectin receptors. All findings are computational; no enzyme, infected-cell, animal or patient antiviral activity was demonstrated.
A biomass stove and steam generator for the U-Tapao basin improved thermal efficiency and reduced boiling time versus traditional methods. Field trials in two steam-room configurations sustained about 40°C for 30-35 minutes.
Panel data from 281 Chinese cities in 2007-2022 and multi-period difference-in-differences associated Broadband China, IP demonstration and dual pilots with stronger urban economic resilience. The dual policy was largest, and broadband-before-IP outperformed the reverse sequence.
Researchers reviewed 896 CT pulmonary angiograms from 804 ICU patients between January 2019 and June 2025. Pulmonary embolism was identified in 164 examinations, while 104 patients had segmental or subsegmental embolism without a more proximal clot. Anticoagulation was given to 96% of this group and 86% of treated patients received therapeutic dosing. At 90 days, bleeding occurred in 15%, major bleeding in 12%, recurrent venous thromboembolism in 7.8% and mortality in 24%.
Among 114 adults with GCS 13-15, intracranial haemorrhage, conservative management and repeat CT, 26 (22.8%) progressed to admission or neurosurgical intervention. Midline shift, systolic blood pressure ≥160, multiple haemorrhages and GCS 13-14 were independently associated. These are triage signals, not an externally validated rule.
Thailand-affiliated bibliographic records. These are not full analyses; they are ordered by Impact Signal and should be verified against the original source.
3,510records
3,510 records
75IMPACT SIGNAL
Clinical Medicine
Inherited C5aR2 deficiency leads to uncontrolled inflammatory T cell responses and autoinflammatory disease 2309676
The Journal of Immunology
Thailand-affiliated authors
Ayden Case · Jubayer Rahman
Institutions
National Institute of Health of Thailand
75IMPACT SIGNAL
Clinical Medicine
Prevention of recurrence of severe combined immunodeficiency through preimplantation genetic testing: a case study of a novel IL2RG variant and confirmed maternal somatic mosaicism in Thailand
From biological evidence to clinical application: a scoping review of oral fluid biomarkers in type 2 diabetic periodontitis
Frontiers in Oral Health
Thailand-affiliated authors
Sukumaran Anil
Institutions
Chulalongkorn University
75IMPACT SIGNAL
Clinical Medicine
Safety and Immunogenicity of an Additional Dose of Thailand Government Pharmaceutical Organization (GPO) Inactivated NDV-HXP-S COVID-19 Vaccine (HXP-GPOVac) Administered After Primary Vaccination with HXP-GPOVac or BNT162b2: An Open-Label Phase II Extension Trial in Thai Adults
Nakhon Phanom University · Kasetsart University · Sakon Nakhon Rajabhat University · Government of Thailand · Ministry of Public Health · Health Systems Research Institute
75IMPACT SIGNAL
Clinical Medicine
Depression, anxiety, and post-traumatic stress symptoms among wildland firefighters and local residents in recurrent wildfire areas
National Science and Technology Development Agency · National Center for Genetic Engineering and Biotechnology · Mahidol University · Rajamangala University of Technology Tawan-ok · Thammasat University
75IMPACT SIGNAL
Clinical Medicine
Multifaceted roles of arginine in cellular function, signaling, and disease
Frontiers in Chemistry
Thailand-affiliated authors
Muhammad Nouman
Institutions
Siriraj Hospital
75IMPACT SIGNAL
Clinical Medicine
Experimental and Computational Evaluation of Hybrid Bi2O3/WO3 Nanoparticle-Filled Epoxy Composites for Lead-Free Tc-99m Gamma-Ray Shielding in Occupational Radiation Protection
Suranaree University of Technology · Synchrotron Light Research Institute · National Electronics and Computer Technology Center
75IMPACT SIGNAL
Global Public Health
Seasonal transport, retention, and river-to-ocean transfer dynamics of floating macro-debris in the Umgeni River and estuarine lagoon, South Africa
Scientific Reports
Thailand-affiliated authors
Thomas Mani
Institutions
Chulalongkorn University
75IMPACT SIGNAL
Engineering
Characterizing Sensory Drivers of Acceptance, Purchase Intent, and Emotional Responses to Plant-Based Milk Alternatives in Chilled Sweetened Coffee Among Thai Consumers
Chiang Mai University · Synchrotron Light Research Institute · Maejo University
75IMPACT SIGNAL
Clinical Medicine
Imaging findings of basaloid squamous cell carcinoma: a case report
Oral Radiology
Thailand-affiliated authors
Varisa Assapattarapun
Institutions
Srinakharinwirot University
75IMPACT SIGNAL
Global Public Health
Remote Sensing Indices for Drought Characterization in Northeast Thailand: Provisional Descriptive Reference Points and Implications for Drought Monitoring