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Record W4240176563 · doi:10.1503/cjs.008715

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

2015· article· en· W4240176563 on OpenAlexaffvenue
Mohammed Bukari, Luc Kalisya Malemo, Respicious Boniface, George M. Ibrahim, Stephen Rulisa, Rodney Mugarura, Andrew Kwikiriza, Karen Chung, Anne Kuijs, Zeta Mutabazi, Jeanne D’Arc Nyinawankusi, Maeve O’Neill Trudeau, Jaco S. Dreyer, Jesudian Gnanaraj, Emmanuel Batiibwe, Olanrewaju Olubukola Oyedepo, Justin Lam, Birhanu Kotisso, Eve Nakabembe, Lily Gutnik, Marissa A. Boeck, Danielle Leblanc, Christopher W. Hughes, Ryan Rochon, Johanna N. Riesel, Stephanie Young, Ainhoa Costas Chavarri, Leandra Galloro, Brittany Dingley, Norman Fenton, Francis Abantanga, Michael Amoah, Abiboye Yifieyeh, Boateng Nimako, Adaobi Amucheazi, Jayne Ajuzieogu, Chika Ikeani, Mabula D Mchembe, David W. Cadotte, Mark Bernstein, Immaculee Umuziranenge, Maria Small, J.J.M. van Roosmalen, Nathan N. O’Hara, Jeffrey Potter, Trina Stephens, M. Marit Rehavi, Patrick François, Piotr A. Blachut, Peter C. O’Brien, Bababunmi Fashola, Alex Mezei, Tito Beyeza, Gerard P. Slobogean, Kiwanuka Joseph, Stephen Ttendo, Elizabeth Dale, Claudia Malic, Louise Caouette‐Laberge, Steven R. Hanna, Scott Corlew, Dan Poenaru, Katrina Mitchell, James J. Gallagher, Uyanjo Nkumbi, James G. Scott, Doug Smink, Robert Riviello, Steve Yule, Georges Ntakiyiruta, Sam Enumah, Eric Uwitonze, Rebecca Maine, Jean Claude Byiringiro, Sudha Jayaraman, Ignace Kabagema, Etienne ECHI BAKE, David Ball, Joseph Musowoya, Abebe Bekele, Laston Chikoya, Abdulrasheed A. Nasir, Majeed Adegboye, Aishat Saka, Wahab Johnson, Olajide Olatinwo, BO Bolaji, Israel K. Kolawole, Olufemi Ige, Lawrence Buchan, Marianne S. Black, Jeremy Kooyman, Michael Cancilla, Elise J. Huisman, Amezene Tadesse, Lara Oyetunji, Brant K. Oelschlager, Andrew Wright, Jean Chamberlain, Mary Ssonko, Florence Mirembe, Dan Scott, Topi Agutu, Christopher P. Stanley, Agnes Moses, Satish Gopal, Clara Lee, Neeraja Nagarajan, Shailvi Gupta, Reinou S. Groen, Sunil Shrestha, Susant Gurung, Adam L. Kushner, Benedict C. Nwomeh, Mamta Swaroop, Ken Muma, Frehun Ayele, Robert Baird, Erik G. Hansen, Safwat S. Andrawes, Beata Lobel, Aaron M. Gilson, Jacob Campbell, Swagoto Mukhopadhyay, Alan Babigian, Scott J. Ellner, David L. Shapiro, David Hakizimana, Gwen Hollaar, Gerald Tumusiime, Adam Wąs, Mark Preston, Paul G. Firth, Miliard Derbew Beyene, Pacifique Mugenzi, Julia Pemberton, Brian Cameron, E.A. Hermann, P.M. Summers, Richard B. Siegrist

Bibliographic record

VenueCanadian Journal of Surgery · 2015
Typearticle
Languageen
FieldMedicine
TopicGlobal Health and Surgery
Canadian institutionsMontreal Children's HospitalUniversité de MontréalVancouver General HospitalChildren's Hospital of Eastern OntarioUniversity of CalgaryMemorial University of NewfoundlandHospital for Sick ChildrenUniversity of British ColumbiaMcMaster UniversityQueen's UniversityUniversity of Toronto
Fundersnot available
KeywordsMedicineSOAPMedical emergencyWorld Wide Web

Abstract

fetched live from OpenAlex

# 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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.004
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.233
Threshold uncertainty score0.780

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0020.001
Scholarly communication0.0030.002
Open science0.0010.004
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.2330.040

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.

Opus teacher head0.163
GPT teacher head0.438
Teacher spread0.274 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2015
Admission routes2
Has abstractyes

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