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
Notice bibliographique
Résumé
# 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
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
Comment cette classification a été obtenuedéplier
Prédiction machine sur la base complète
Imitation des enseignantsNi prévalence calibrée, ni vérité terrain. Validation humaine à venir. Le volet Gemma est une étiquette directe du modèle pour chaque travail de la base, lue sur la notice réduite au titre. Le volet Codex est un classifieur appris des 10 348 étiquettes directes de Codex et calibré sur les taux pondérés de l'échantillon; les champs sans appui suffisant ne portent aucun appel Codex. Le mode candidate est l'union des deux volets; le consensus est leur intersection. Ces sorties portent le statut machine_predicted_unvalidated et ne sont pas des étiquettes humaines.
Scores du classifieur distillé par catégorie (deux têtes)
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,049 | 0,098 |
| Méta-épidémiologie (sens strict) | 0,001 | 0,001 |
| Méta-épidémiologie (sens large) | 0,003 | 0,010 |
| Bibliométrie | 0,006 | 0,006 |
| Études des sciences et des technologies | 0,001 | 0,001 |
| Communication savante | 0,004 | 0,003 |
| Science ouverte | 0,002 | 0,004 |
| Intégrité de la recherche | 0,001 | 0,002 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,002 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
machine, non validéePrédiction automatique; un appel candidat d’une seule source (Gemma direct ou Codex distillé), pas un consensus.
Le détail, modèle par modèle et score par score, se trouve en fin de page sous « Comment cette classification a été obtenue ».