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Record W2067178953 · doi:10.12927/hcq..18795

Challenges of Collaborative Improvement in Complex Continuing Care

2007· article· en· W2067178953 on OpenAlexaffabout
Anu MacIntosh‐Murray

Bibliographic record

VenueHealthcare Quarterly · 2007
Typearticle
Languageen
FieldHealth Professions
TopicPressure Ulcer Prevention and Management
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsBest practiceContinuing educationContinuing careMedicineNursingMedical educationPolitical science

Abstract

fetched live from OpenAlex

The Improving Continence Care in Complex Continuing Care (IC 5) Collaborative Project was the first multi-hospital quality improvement project conducted by the Hospital Report Research Collaborative aimed at the complex continuing care sector. Using the Breakthrough Series collaborative methodology developed by the Institute for Healthcare Improvement, 12 teams from various hospitals across Ontario worked together for 10 months under the guidance of quality improvement consultants and content experts in continence care. The project was carried out by the University of Toronto IC 5 research team, composed of principal investigators, clinical and improvement experts, coaches and a project manager. This article shares what it was like to participate in the IC 5 Collaborative Project. It presents interviews conducted with a sample of the participants and the coaches to gain a richer understanding of their IC 5 experience. The article discusses key points for organizations to consider before they engage in an improvement collaborative, based on the participants' views of what worked well and challenges they experienced, and suggestions about what they would do differently.

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 score0.668
Threshold uncertainty score0.968

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 science0.0000.000
Research integrity0.0000.000
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 head0.062
GPT teacher head0.425
Teacher spread0.362 · 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
Published2007
Admission routes2
Has abstractyes

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