Enabling and Accelerating First Nations Telehealth Development in Canada
Bibliographic record
Abstract
It is the AFN's position that a 100% investment ratio will enable and accelerate First Nations telemedicine services.This position is based on nation-wide consultations with First Nations, key informant interviews with provincial telemedicine principals and Canada Health Infoway Incorporated's (CHII's) investment record.The AFN asserts that CHII plays two complementary roles as an investor in First Nations Telehealth.The first role is enabler.CHII fulfills this role by investing in documentation, best practices, change management and management tools that reflect First Nations and Aboriginal circumstances, conditions and service models.The latter role is to "directly contribut [e] to increased utilization and expansion of telehealth services...in identified areas of need such as Aboriginal communities."The latter role addresses the need to prioritize telehealth service development in rural and remote First Nations and to accelerate their participation in regional health authority, provincial and federal telehealth systems and networks.While CHII has achieved some success as an enabler, its catalytic capacity is less clear.Accordingly, the AFN is concerned that the CHII telehealth investment program and criteria are dis-incenting First Nations and provincial partners from collaborating on sustainable telehealth development projects and, as a result, that the $17.5M First Nations investment envelope will be undersubscribed before the end of the program in December 2009.While complementary issues -such as the absence of FNIH operational funding for First Nations services, lack of First Nations telehealth policy and program leadership by FNIH, significant and ongoing human and system telehealth capacity gaps in remote First Nations, the high cost of connectivity and the generally poor state of the telecommunications infrastructure in or near First Nations territories -continue to mitigate against successful diffusion of telehealth innovations among First Nations, it is the position of the AFN that changes to CHII's investment ratio for First Nations telehealth and amendments to its investment requirements and eligibility criteria will substantively accelerate First Nations telehealth participation and First Nations capacity to integrate their needs and resources with federal and provincial partners.AFN support for First Nations telehealth services and systems is embedded in the First Nations Action Plan, the Aboriginal Health Blueprint and, recently, the Wait Times Road Map.Telehealth, in these contexts, provides an opportunity for First Nations to close long-time policy, program and health outcomes gaps by enabling strategic partnerships with F/P/T stakeholders, to increase First Nations health system influence and decisionmaking, to increase the level and quality of local health service delivery and to make more effective use of cross-jurisdictional health systems and scarce health human resources.Accordingly, the AFN views telehealth as a means for augmenting delivery of health services for achieving a more even distribution of health and wellness resources among First Nations and for supporting new health human resource opportunities in First Nations communities.In Fall 2006, the AFN's Health and Social Services Secretariat initiated discussions with CHII with the aim of increasing First Nation participation in the CHII telehealth A final section reviewed selection criteria and identified First Nations jurisdictions where potential 100% investment ratio projects are located.This version of the Position paper is focused on the first two sections.Section three and the Appendices have been removed.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.007 | 0.001 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.000 |
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.
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".