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Record W4416913135 · doi:10.1503/cjs.014725

Pursuing equity in surgical, obstetric, trauma, and anaesthesia (SOTA) care: bridging the gapGeospatial modelling of 1-hour and 2-hour access to Bellwether procedures in Uganda: the role of health centre IVs in emergency surgical careSurgical indicator estimates for Ghana: validation of the Utstein global surgery metrics consensus methodologyEconomic impact of pediatric surgery on families treated at a public hospital in EthiopiaEnhanced Recovery After Surgery protocol as an innovative solution for improving surgical patients’ outcomes in low- and middle-income countries: a systematic review and meta-analysisAdaptation of an Enhanced Recovery After Surgery protocol for elective gastrointestinal and hepatobiliary surgeries for tertiary hospitals in Ethiopia: a modified Delphi studyCare behaviour impact and acceptability of focused scope, structured point of care obstetric ultrasound (SPOUS) provided at point of practice in selected rural primary care settings in EthiopiaImpact of Advanced Trauma Life Support training on 30-day mortality in severely injured patients at a Kenyan tertiary centre: a retrospective matched case–control studySTITCH — Development of an accessible, intermediate-fidelity simulator for advanced surgical management of postpartum hemorrhageHow are task shifting and task sharing practitioners evaluated? A scoping reviewOperative delivery task shifting: current experience in EthiopiaFive-year review of the association of future African neurosurgeonsImproving implementation of an enhanced recovery after cesarean section protocol in the resource-limited setting of Koidu Government Hospital, Sierra Leone, 2024Global Surgery Community of Nurses, Novices, Experts, Clinicians, & Technicians (CONNECT): a pilot WhatsApp community of practice for front-line surgical providersQuality improvement through improving data management and patient navigation through the cancer journey in the NW region of CameroonCompliance with the WHO Surgical Safety Checklist and barriers to its long-term use: a mixed-methods evaluation study in a Benin teaching hospitalBarriers to accessing pediatric surgical care in EthiopiaSelf-assessment of orthopedic and trauma surgeon’s attitude, skills, and practice toward extremity vascular injury management in Ethiopia: a national surveyEarly outcomes and rate of conversion among patients undergoing laparoscopic cholecystectomy modified at Bugando Medical Centre, Mwanza, TanzaniaSumud (steadfastness) in the face of medical scholasticide in GazaStrengthening trauma care in crisis: advancing emergency surgical response and capacity building through targeted training in austere environmentsEyes on Ukraine: a Canadian Ophthalmological Society Foundation humanitarian aid initiativeAn assessment of factors leading to prolonged operative times in a low-resource setting (poster)Scalpel shortage amid strife: the declining interest and the complex interplay of factors shaping recent medical graduates’ decisions regarding vascular surgery amid Sudan’s alarming and multifaceted vascular surgeons shortage in 2024 — a mixed-methods study (poster)The characteristics and outcomes of trauma admissions to an adult general surgery ward in a tertiary teaching hospital (poster)Bridging the gap: strengths and systemic challenges in Lima’s trauma care landscape (poster, winner of 2025 BRT poster session)Bridging gaps in war-trauma critical care: insights from a resource-limited ICU in Ethiopia (poster)Perspective of surgical care providers in Liberia regarding ethical challenges in global surgery collaborationsOptimizing trauma care for remote Indigenous communities in Canada: telemedicine insights from resource-limited settings — a scoping reviewEstablishing a global orthopedic surgery training programIntensive care unit admission and length of stay differences for rural pediatric surgery patients in CanadaEmergency obstetric care: equity interventions in Indonesia and low- middle-income countries (LMICs) — a comparative analysis

2025· article· en· W4416913135 on OpenAlexvenueaboutno aff
Brian Kasagga, Francis Kobina Baidoo, Samuel Negash Amde, Peniel Kena Dula, Wongel Tena Shale, Tadele Dana Darebo, Charbel Kamau, Catherine Binda, Ermias Tinkishae, Ulrick Sidney Kanmounye, Hailemariam Getachew, Riya Sawhney, L. Elit, Aime Yedenou, Samuel Negash, Mehariw Zena, Geoffrey Mwakapimba, Mohammed AlBarayka, Michael T. Kryshtalskyj, Alemayehu Ginbo Bedada, Allison D. Dentice, Hussien Endris Assen, Madeleine Kruth, Mathilde Djeneba Billau, H. Rees, Sacha Williams, Taufiq Qurrohman, Asha Nagawa, Emmanuel Elobu, Andrew Curtis, Rik Lubbers, Moses Galukande, Doruk Ozgediz, Nicholas Ray, Adam Gyedu, Maura Dougherty, Andrea Davis, Edward Kofi Sutherland, Hammond Nii Sarkwah, Aldina Mešić, Jade Nunez, Ava Yap, Caroline Q. Stephens, Maija Cheung, Miliard Derbrew, Fitsum Kifle, Katherine R. Iverson, Merga Belina, Tihitena Negussie, Girmay Medhin, Abebaw Fekadu, E Abate, Zekarias Seife, Abayneh Kedir, Bontu Abera, Berhanetsehay Teklewold, Elham Yimam, Amanuel Girma, Mikias Yenealem, Ishmael Shemsedin Hassan, Edwin Mogere, Abdulkarim Abdallah, Idris Chikophe, Yidong Wu, Vincent Levandier, T. Kemper, Esther Chin, Jamie Tersago, Rachel Livergant, Zainab Jami, Émilie Joos, Hannah Wild, Shahrzad Joharifard, Ishmael Shemsedin, Yvan Zolo, Stéphane Nguembu, Lorraine Arabang Sebopelo, Endalle Geneviève, Dawin Sichimba, Nathalie Ghomsi, Nourou Dine Adeniran Bankolé, Dieu Merci Kabulo, Isaac G. Alty, Priyansh Nathani, Radzi Hamzah, Harshit Arora, Roopa Rawat, Anurag Mishra, Bhakti Sarang, Monty Khajanchi, Anita Gadgil, Nobhojit Roy, Nakul Raykar, Glen Mbah, Bonavanti Nyuykonge, Keith Streatfeild, Francine Kouya, Lydia Kinyuru-Okutoyi, Mary B. Adam, Nina Capo‐Chichi, Ismaïl Lawani, Hermon Gezahegn, Tihitena Negussie Mammo, Thomas G. Weiser, Bezawitteferi Tsegaye, Vihar Kotecha, Ahmed Binde, Mahmoud Abushehada, Fady Harb, Jamal Abuhelal, Natalia Baziuk, Cindy Hutnik, George Beiko, Lesya Shuba, Eugene Hladky, S. Kosar, Paul Harasymowycz, Guillermo Rocha, Andrew G. Iwach, Stuart R. Seiff, Robert A. Mazzoli, Cat N. Burkat, Larissa Derzko-Dzulynsky, H Hamid, Aseel Adil Ahmed Abdelhafiz, Margaret J. Tarpley, John L. Tarpley, Jaclyn A Gellings, Gabriela Zavala-Wong, Melina Chavarria, Anika Agrawal, Lacey N. LaGrone, Jenner Rusman Betalleluz Pallardel, Gianni Aragon Graneros, Manuel Rodriguez Castro, Giuliano Manuel Borda Luque, Eduardo Cancio Huaman Egoavil, Astrid Castro Dolorier, Kassaye Demeke, Aklilu Yiheyis, Khalid Jemal, Demeke Yilkal, Ashenafi Amsalu, Lema Derseh, Yophtahe W. Gerima, Tadesse Belayneh, Mekuanint Tiruneh, Almaw Bitew, Sewbesew Yitayih, Tadesse Awoke, Chanyalew Worku Kassahun, Biks Liyew Wudu, Mohammed Hussen Alemu, Muhammed Yesuf, L Dieudonné, Farhad Udwadiad, Shaily Brahmbhatt, Chantalle Grant, Harvey G. Hawes, P. Philippe, Fevry Desire, S. Willms, Colleen Nesbitt, Saffa Aziz, Melanie Morris, Mary Brindle, Oluwatomilayo Daodu, Maimun Ihsan, Zainab Yusuf

Bibliographic record

VenueCanadian Journal of Surgery · 2025
Typearticle
Languageen
FieldMedicine
TopicGlobal Health and Surgery
Canadian institutionsnot available
Fundersnot available
KeywordsEquity (law)Bridging (networking)Health centreMEDLINEResearch centre

Abstract

fetched live from OpenAlex

# Geospatial modelling of 1-hour and 2-hour access to Bellwether procedures in Uganda: the role of health centre IVs in emergency surgical care {#article-title-2} Equitable access to surgical care remains a challenge in low-resource settings. In Uganda, regional referral hospitals (RRHs) and

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)0.049
metaresearch head score (Gemma)0.098
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: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.996
Threshold uncertainty score0.257

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0490.098
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.010
Bibliometrics0.0060.006
Science and technology studies0.0010.001
Scholarly communication0.0040.003
Open science0.0020.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.069
GPT teacher head0.428
Teacher spread0.360 · 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".

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Citations0
Published2025
Admission routes2
Has abstractno

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Same venueCanadian Journal of SurgerySame topicGlobal Health and SurgeryFrench-language works237,207