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Record W3157635225 · doi:10.1108/jica-12-2020-0074

Leadership challenge: lateral systems integration for healthcare

2021· article· en· W3157635225 on OpenAlexaboutno aff
Livia Martin

Bibliographic record

VenueJournal of Integrated Care · 2021
Typearticle
Languageen
FieldHealth Professions
TopicHealthcare Quality and Management
Canadian institutionsnot available
Fundersnot available
KeywordsHealth careOriginalityGovernment (linguistics)General partnershipPublic relationsPopulation healthBusinessKnowledge managementQualitative researchSociologyPolitical scienceComputer science

Abstract

fetched live from OpenAlex

Purpose Government imperatives that drive integrated care are challenging corporate executive leadership. Conspicuous by its absence in both government's imperatives and the literature, is any reference to corporate executive leadership in transitioning a hierarchically oriented health system to a laterally integrated health system referred to, in this paper, as an integrated health system. This lack of reference to executive leadership involvement conveys either significant consequences or opportunities for corporate healthcare executives. The purpose of this qualitative, multi-case study is to explore corporate executive leadership in transitioning a hierarchically oriented health system to an integrated health system. Design/methodology/approach Between December 2017 and February 2018, a qualitative methodology and multi-case study design facilitated one hour telephone interviews with 11 presidents and four senior vice presidents. Critical case sampling was used to select the study sample from a target population of 246 corporate healthcare executives representing Ontario's major acute healthcare organizations/systems. Findings Corporate healthcare executives possess the requisite skills and knowledge to transition a hierarchically oriented to a laterally integrated the health system but are constrained by an undefined partnership role with government and fear of government changes. Originality/value This paper provides corporate executive leaders with a systematic leadership approach to organizational readiness, in transitioning to an integrated health system. Features and outcomes of the approach are illustrated.

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)0.001
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: none
Teacher disagreement score0.697
Threshold uncertainty score0.603

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
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 head0.317
GPT teacher head0.481
Teacher spread0.164 · 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

Citations2
Published2021
Admission routes1
Has abstractyes

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