Belize Health Information Goes Digital: The Tiny Central American Nation of Belize Is Digitizing Its Health Information Systems. Concerns about Privacy Need to Be Set against Benefit to Patients
Notice bibliographique
Résumé
Perched on the Caribbean coast and as ethnically and culturally diverse as it is geographically, Belize has launched a cutting-edge web-based health information system. Belize Health Information System (BHIS), which was inaugurated on 16 September 2008, links the Ministry of Health with the country's public and private hospitals, laboratories and clinics. system allows data to be made available to authorized users anywhere in the country almost as soon as they are entered in the system. Benefits include the use of alerts and reminders to decision-makers connected to the a greater ability to track and monitor infectious disease outbreaks, and country-wide support for such programmes as the prevention of mother-to-child transmission of HIV. For Ian Smith, one of the founding developers of BHIS, the system not only improves the efficiency of the country's health but also encourages a more holistic approach to diagnosis and treatment: Instead of focusing on a specific disease whenever a patient comes to them, doctors have access to their medical history, allowing them to ask the type of leading questions to provide a thorough check-up, Smith says, noting also that the system encourages participation birth, establishing a patient ID from cradle to grave. [ILLUSTRATION OMITTED] BHIS's official roll-out was in September 2008, but the system's first modules were in fact piloted in 2005 at the Karl Heusner Memorial Hospital, the country's flagship public health institution located in the capital, Belize City. system has faced many challenges since then, including local bandwidth limitations that obliged the founders to scale down systems designed for developed countries; an erratic grid--electrical surges are commonplace in Belize and could damage the equipment needed to run the system; and the perennial budgetary constraints that limit many public health initiatives. Smith is keen to stress that the system is not just a server designed to store health information. It is an adaptable system that serves many different users. The type of information that a director [of a health centre or hospital] may need to make evidence-based decisions is different to the type of information that a maternal-child health nurse needs when they are vaccinating a child. system is designed to meet these different requirements, he says. director might require aggregate data for decision-making on such issues as medical supplies and human resources, while a nurse needs individual data such as patient history. which currently serves two-thirds of Belize's approximate population of 300 000, was financed initially through a loan the Inter-American Development Bank (IADB) and the Caribbean Development Bank, with technical support received the Pan American Health Organization (PAHO) and Accesstec of New Brunswick, Canada. In 2006, a grant was received the Health Metrics Network, a Geneva-based partnership hosted by WHO, committed to facilitating better health information at the country, regional and global levels. That grant first brought the Belize system to Health Metrics Networks attention. Network subsequently developed guidelines for all countries and, after studying the Belize model, found that it was in line with those recommended guidelines. In May 2008, Belize became the first country in the Americas to be granted priority technical support Health Metrics Network and that means it will eventually receive financial resources for continued work on BHIS. But while support has certainly come outside, BHIS is very much a home-grown phenomenon. Under the leadership of the Ministry of Health, Belize has pioneered an outstanding example of a national health information system, says Dr Nosa Orobaton, chief of country programmes for Health Metrics Network, while Smith stresses the importance of consultation with the domestic health sector's key participants, including, notably, the director of health services, who is responsible for the delivery of services within the Ministry of Health. …
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 | 0,001 | 0,003 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,000 | 0,000 |
| Bibliométrie | 0,001 | 0,001 |
| Études des sciences et des technologies | 0,005 | 0,003 |
| Communication savante | 0,006 | 0,007 |
| Science ouverte | 0,001 | 0,003 |
| Intégrité de la recherche | 0,002 | 0,004 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,049 | 0,010 |
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 ».