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Record W4386547693 · doi:10.12927/hcpol.2023.27160

Commentary: Minding the Gap – Why Wage Parity Is Crucial for the Care of Older Canadians

2023· article· en· W4386547693 on OpenAlexaffvenueabout
Kristina M. Kokorelias, Samir K. Sinha

Bibliographic record

VenueHealthcare policy · 2023
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHealthcare Policy and Management
Canadian institutionsInstitute of Health Services and Policy Research
Fundersnot available
KeywordsHealth careWageBusinessHealthcare systemParity (physics)NiceSustainabilityHuman resourcesPublic relationsLabour economicsEconomicsPublic economicsPolitical scienceEconomic growthManagement

Abstract

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Zagrodney and colleagues (2023) have highlighted the pay differences that exist between those working in the home and community care (HCC) sector and other healthcare sectors.The authors argue that achieving wage parity could significantly mitigate the current HCC human resource crisis, support the overall sustainability of Ontario' s healthcare system and improve patient outcomes.We build on their argument by highlighting issues that have contributed to wage disparities within healthcare systems and discuss how addressing them can create more equitable systems for both those receiving and those providing care.We further note how other healthcare systems that have wage parity have demonstrated that it is not a "nice to have" but an essential element of establishing a sustainable health human resources strategy.Finally, the new 10-year bilateral healthcare funding agreements that the federal, D I S C U S S I O N A N D D E B AT EHEALTHCARE POLICY Vol.19 No.1, 2023 [33] provincial and territorial governments are currently announcing will not only provide significant new funding but also an opportunity to decisively address the long-standing issue of wage parity in Canada, once and for all. RésuméZagrodney et ses collègues (2023) soulignent les différences de rémunération qui existent entre ceux qui travaillent dans le secteur des soins à domicile et en milieu communautaire et ceux d' autres secteurs des soins de santé.Les auteurs soutiennent que l' atteinte de la parité salariale pourrait atténuer considérablement la crise actuelle en matière de ressources humaines en santé, en plus de favoriser la viabilité globale du système de santé ontarien et d' améliorer les résultats pour les patients.Nous nous appuyons sur leur argument en dégageant les problèmes qui ont contribué aux disparités salariales au sein des systèmes de soins de santé et en exposant comment la solution à ces problèmes peut donner lieu à des systèmes plus équitables, tant pour ceux qui reçoivent des soins que pour ceux qui les prodiguent.Nous soulignons également le fait que d' autres systèmes de soins de santé, où la parité salariale existe, ont démontré que la parité n'était pas une « chose intéressante à avoir » mais bien un élément essentiel pour l'établissement d' une stratégie durable en matière de ressources humaines en santé.Pour terminer, les nouveaux accords bilatéraux sur 10 ans, que les gouvernements fédéral, provinciaux et territoriaux annoncent actuellement pour les soins de santé, apporteront non seulement un nouveau financement substantiel, mais seront aussi l' occasion de prendre des mesures décisives pour la parité salariale au Canada, et ce, une fois pour toutes.

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)0.008
metaresearch head score (Gemma)0.069
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Commentary · Consensus signal: Commentary
Teacher disagreement score0.975
Threshold uncertainty score0.943

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.069
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0010.002
Science and technology studies0.0090.009
Scholarly communication0.0040.005
Open science0.0060.002
Research integrity0.0500.047
Insufficient payload (model declined to judge)0.0090.004

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 head0.108
GPT teacher head0.345
Teacher spread0.237 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreCommentary

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

Citations3
Published2023
Admission routes3
Has abstractyes

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