15th Bethune Round Table Conference on International SurgeryCaustic soda for the manufacture of a local variety of soap — the cause of untold suffering in the lives of children in a developing countryBarriers to care and patterns of congenital malformations in Eastern Democratic Republic of CongoAnesthesia capacity in rural hospitals in Enugu, NigeriaPostcrash management of road traffic injury victims in TanzaniaA framework for the monitoring and evaluation of international surgical initiatives in low- and middle-income countriesMaternal near miss and mortality in a tertiary care hospital in RwandaThe socioeconomic impact of lower extremity fractures in Uganda: 1-year results of a prospective case seriesPost–cesarean section pain control at Mbarara Regional Referral Hospital: a comparison of intrathecal morphine and transversus abdominis plane blockPediatric plastic surgery in global health: a scoping reviewUsing local theatre to reduce the surgical burden of childhood burns in East AfricaMeeting local needs in neonatal anesthesia to improve outcome in surgeryContext-specific challenges faced by Rwandan surgeons: development of an evidence-based resident curriculum in nontechnical skills to overcome resource variabilityUsing data to drive prehospital quality improvement in trauma: a mixed-methods analysis of the Rwandan experienceSurgical follow-up rates at HEAL Africa Hospital in Eastern Democratic Republic of CongoProof of concept methodology: feasibility of postoperative follow-up using cellular phones at HEAL Africa Hospital in the Eastern Democratic Republic of CongoDeveloping a critical care (CC) curriculum fit for purpose for the College of Surgeons of East, Central and Southern Africa (COSECSA)WHO Surgical Safety Checklist to reduce cost in a rural communityFacilitation of surgical skills acquisition by interns through simulation at UITH, NigeriaInnovations in minimally invasive surgeries for rural areasThe low-cost topical vacuum therapy unit: salvaging diabetic footEngaging communities in influencing quality of health care servicesSafety and efficacy of oral ketamine for premedication in children undergoing day surgerySurgical device innovation for low-resource settings: an alternative for bone drillingDeveloping an effective surgical skills simulation program for surgical residents in a resource-constrained settingBridging the communication gap between communities and health facilities using modern accessible technology with information power for improved care of vulnerable mothers and newborns: a case of 4 rural hospitals in UgandaFrom community laywomen to breast health workers: a successful training model for implementing a clinical breast exam screening program in MalawiImproving intra- and interhospital communication using caller user groups (CUG) for health service providers for material newborn healthAssessing access to surgical care in Nepal via a countrywide surveyManagement of bladder exstrophy using the mainz II procedure in a resource-limited setting: a multisite studyAddressing the value equation in global surgery: Connecticut’s experience with surgical care in low- and middle-income countriesInguinal hernia repair in Rwanda: a survey of the surgical residentsCompleteness and utility of surgical data capture at a rural Ugandan regional referral hospital: a foundation for quality improvement initiativesBuilding perioperative nursing capacity in Ethiopia through educationDevelopment of a combined surgery/oncology breast clinic in RwandaSurgical education partnerships: a socially responsible approach to augment surgical capacityCommunity needs assessment for prehospital trauma care in Northwestern CambodiaShumba Medical Society: practising pro-African medicine
Bibliographic record
Abstract
# Caustic soda for the manufacture of a local variety of soap — the cause of untold suffering in the lives of children in a developing country {#article-title-2} Esophageal strictures secondary to accidental ingestion of caustic soda represents a catastrophic occurrence in children in our
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.233 | 0.040 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".