MétaCan
Menu
Back to cohort
Record W4323294072 · doi:10.1097/pcc.0000000000003192

Improving Daily Patient Goal-Setting and Team Communication: The Liber8 Glass Door Project*

2023· article· en· W4323294072 on OpenAlexaff
Ian G. R. Jones, Shayne Friedman, Michael Vu, Saif Awladthani, Cathy Watts, Andrea Simpson, Ahmed A. Al-Farsi, Ronish Gupta, Cynthia Cupido, Karen Choong

Bibliographic record

VenuePediatric Critical Care Medicine · 2023
Typearticle
Languageen
FieldNursing
TopicNursing education and management
Canadian institutionsMcMaster Children's HospitalUniversity of TorontoMcMaster University
Fundersnot available
KeywordsMedicineChecklistTeamworkNursingPsychology

Abstract

fetched live from OpenAlex

OBJECTIVES: To develop and implement a tool to improve daily patient goal setting, team collaboration and communication. DESIGN: Quality improvement implementation project. SETTING: Tertiary-level PICU. PATIENTS: Inpatient children less than 18 years old requiring ICU level care. INTERVENTION: A "Glass Door" daily goals communication tool located in the door front of each patient room. MEASUREMENTS AND MAIN RESULTS: We used Pronovost's 4 E's model to implement the Glass Door. Primary outcomes were uptake of goal setting, healthcare team discussion rate around goals, rounding efficiency, acceptability and sustainability of the Glass Door. The total implementation duration from engagement to evaluation of sustainability was 24 months. Goal setting increased significantly from 22.9% to 90.7% ( p < 0.01) patient-days using the Glass Door compared to a paper-based daily goals checklist (DGC). One-year post implementation, the uptake was sustained at 93.1% ( p = 0.04). Rounding time decreased from a median of 11.7 minutes (95% CI, 10.9-12.4 min) to 7.5 minutes (95% CI, 6.9-7.9 min) per patient post-implementation ( p < 0.01). Goal discussions on ward rounds increased overall from 40.1% to 58.5% ( p < 0.01). Ninety-one percent of team members perceive that the Glass Door improves communication for patient care, and 80% preferred the Glass Door to the DGC for communicating patient goals with other team members. Sixty-six percent of family members found the Glass Door helpful in understanding the daily plan and 83% found it helpful in ensuring thorough discussion among the PICU team. CONCLUSIONS: The Glass Door is a highly visible tool that can improve patient goal setting and collaborative team discussion with good uptake and acceptability among healthcare team members and patient families.

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)0.012
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.063

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.012
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.000
Science and technology studies0.0010.002
Scholarly communication0.0020.001
Open science0.0020.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0040.001

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 head0.015
GPT teacher head0.324
Teacher spread0.308 · 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 designObservational
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

Citations11
Published2023
Admission routes1
Has abstractyes

Explore more

Same venuePediatric Critical Care MedicineSame topicNursing education and managementFrench-language works237,207