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Homecare Hub

2020· article· en· W6939575168 on OpenAlexaboutno aff

Bibliographic record

VenueFigshare · 2020
Typearticle
Languageen
FieldMedicine
TopicPatient Dignity and Privacy
Canadian institutionsnot available
Fundersnot available
KeywordsBattleHealth careQuality (philosophy)Nursing carePalliative careHealth services

Abstract

fetched live from OpenAlex

It's difficult and stressful when a loved one is diagnosed with a severe ailment. It's tough to see your loved one confined to a hospital bed or in a nursing home, as you don't have the time or expertise to care for them yourself suitably. Fortunately, there's a way to preserve your loved one's health and dignity. Even if you live in Calgary and your loved one lives in Toronto, Home care services can ensure your cherished one is treated with care and dignity. Home care services offer qualified nurses to care for your loved one in his or her own residence. By caring for your loved one in their own home, you're creating an environment in which the person is already comfortable. Even though their bodies may be in pain, their minds are more at ease because they're around what they know. You wouldn't want to spend your most difficult moments in a hospital; you'd want to be in your home enveloped by people and objects that evoke positive memories for comfort. Home care services also provide experts with all of the medical treatments that your loved one requires. These are registered and qualified nurses taking care of your loved one, so they understand what to be done in all situations. They can make sure the patient is taking the right pills and eating the right kinds of food. This will help to battle their illness as well as avoid increased pain caused by the illness. It's the overall quality of life that's being promoted. The person is in a familiar place with nurses to help with the management of pain. The person is not one of the hundreds of patients in a nursing home or hospital but is a dignified human being receiving the attention, care, and comfort they deserve. Homecare Hub is an Accredited and Affordable full-service agency, with a purpose to serve people to live independent, full, and dignified lives in the comfort of their own homes. Homecare Hub provides the best Home Care Service in Toronto. For a free consultation and assessment, call Homecare Hub, at 1-888-227-3080 today.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation 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: Other · Consensus signal: Other
Teacher disagreement score0.867
Threshold uncertainty score0.189

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0030.000
Scholarly communication0.0040.002
Open science0.0020.004
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.8670.634

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 head0.234
GPT teacher head0.311
Teacher spread0.077 · 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 source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2020
Admission routes1
Has abstractyes

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