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Record W2911439086 · doi:10.1093/heapro/day109

Mental Health Navigation – a Model

2018· article· en· W2911439086 on OpenAlexaboutno aff
Gerald Knesek, Thomas A. Hemphill

Bibliographic record

VenueHealth Promotion International · 2018
Typearticle
Languageen
FieldHealth Professions
TopicHealth, psychology, and well-being
Canadian institutionsnot available
Fundersnot available
KeywordsMental healthPsychologyMedical emergencyMedicinePsychiatry

Abstract

fetched live from OpenAlex

The need for mental health care services is a growing concern around the world. This article proposes a conceptual model for the role a mental health care navigator to meet the growing needs of consumers who are seeking greater access to fragmented and confusing mental health care services. This conceptual model proposes integrating mental health into primary care with a more patient-centered approach to the care of the whole person. This approach is congruent with The Ottawa Charter for Health Promotion Charter calling for the reorienting of health services focusing on the total needs of the individual as a whole person. Although USA focused, the model has potential for sharing across countries to build capacity for mental health care in other countries around the world. The conceptual model focuses on matching consumer mental health care needs with the correct mental health care services. This would ensure that patients get the appropriate mental health care services while allowing the primary care physician to maintain the role of coordinator of care for all of the patient's health care needs. The main intent of the model is to stimulate discussion and exploration around the role of a proposed mental health care navigator that can lead to creating models reflecting local need and adaptation. Successful models can lead to collaborative discussion encouraging capacity building in other countries. The authors maintain that coordination of health care, including mental, medical and surgical care, is the best approach to controlling costs and ensuring the health of the whole person.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.697
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.002

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 head0.115
GPT teacher head0.529
Teacher spread0.413 · 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; both teacher heads agree on what is shown here.

Study designNot applicable
Domainnot available
GenreEmpirical

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

Citations21
Published2018
Admission routes1
Has abstractyes

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