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Record W2983040460 · doi:10.12927/cjnl.2019.25971

Book Review: The Unexpected Journey of Caring: From Loved One to Caregiver

2019· article· en· W2983040460 on OpenAlexvenueaboutno aff
Gail Donner

Bibliographic record

VenueNursing leadership · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicFamily Support in Illness
Canadian institutionsnot available
Fundersnot available
KeywordsNursingPsychologyUnit (ring theory)Medicine

Abstract

fetched live from OpenAlex

When I learned this book was about to be published, I knew I would want to read it for three reasons: First, I worked with Donna Thomson on Bringing Care Home, a report I chaired for the then Ontario Minister of Health and Long-Term Care Eric Hoskins on homecare in Ontario, and knew Donna to be a dedicated, experienced caregiver and a fierce advocate for caregiving and homecare; second, I am passionately committed to ensuring that the role and importance of caregivers in our healthcare system is valued and supported; and third, I saw that Judy Woodruff had written the foreword. I am a big fan of Woodruff, who is the managing editor of PBS Newshour, a program of which I am a very loyal listener. I had no idea that Woodruff was a caregiver herself and that speaks volumes about the "hidden army," as Woodruff calls them, of caregivers who provide the largest share of care (estimated to be in the area of 70% in Canada) to their families, friends and neighbours. The authors have written this book to help caregivers find meaning in their caregiving experience and to provide them with tools to manage the transition and advocate for their loved ones.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.827
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.162
GPT teacher head0.325
Teacher spread0.162 · 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 teacher head, not a consensus.

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

Citations1
Published2019
Admission routes2
Has abstractyes

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