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Record W3211027875 · doi:10.12927/hcq.2021.26617

Foundations, Functions and Current State of Collaborative Leadership: A Case of Newly Developing Integrated Care in Ontario

2021· article· en· W3211027875 on OpenAlexaffvenueabout
Shannon Sibbald, Ruth Hall, Gayathri Embuldeniya, Jennifer Gutberg, Walter P. Wodchis

Bibliographic record

VenueHealthcare Quarterly · 2021
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare Quality and Management
Canadian institutionsUniversity of TorontoReach Technologies (Canada)Western University
Fundersnot available
KeywordsCollaborative leadershipHealth careIntegrated carePublic relationsGovernment (linguistics)Shared leadershipCitizen journalismPolitical scienceKnowledge managementPsychologyLeadership styleSociologyComputer science

Abstract

fetched live from OpenAlex

In 2019, the Government of Ontario announced a health system transformation to end hallway healthcare by implementing integrated care systems known as Ontario Health Teams (OHTs). Establishing an integrated care system is a monumental task requiring collaborative and participatory leadership structures. Based on a survey of 480 OHT signatory members and 125 in-depth interviews with leaders from 12 OHTs, we describe how developing OHTs conceptualized and executed leadership. While collaborative leadership is common, the approaches are varied and the leadership structure is informed by contextual differences. We provide suggestions on how to support the success of collaborative leadership for decision and policy makers, leaders and anyone working toward integrated care.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.723
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.171
GPT teacher head0.443
Teacher spread0.272 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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
Published2021
Admission routes3
Has abstractyes

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