MétaCan
Menu
Back to cohort
Record W4394846224 · doi:10.1002/jhm.13359

Transitional care clinics for patients discharged from hospital without a primary care provider: A systematic review

2024· review· en· W4394846224 on OpenAlexaff
Cait Dmitriew, Del J. Houle, Michelle Filipovic, Ella Chochla, Alexander Hemy, Celeste Woods, N. Farhat, Alanna Campbell, Lisa J.W. Liu, Jacquelyn J. Cragg, James A. G. Crispo

Bibliographic record

VenueJournal of Hospital Medicine · 2024
Typereview
Languageen
FieldMedicine
TopicHeart Failure Treatment and Management
Canadian institutionsCentre for Advancing Health OutcomesCarleton UniversityUniversity of OttawaUniversity of British ColumbiaInternational Collaboration On Repair DiscoveriesNOSM University
Fundersnot available
KeywordsMedicineHospital medicinePrimary careMEDLINEIntensive care medicineFamily medicineEmergency medicineMedical emergency

Abstract

fetched live from OpenAlex

BACKGROUND: The transition from hospital to home is a high-risk period. Timely follow-up care is essential to reducing avoidable harms such as adverse drug events, yet may be unattainable for patients who lack attachment to a primary care provider. Transitional care clinics (TCCs) have been proposed as a measure to improve health outcomes for patients discharged from hospital without an established provider. In this systematic review, we compared outcomes for unattached patients seen in TCCs after hospital discharge relative to care as usual. METHODS: We searched the following bibliographic databases for articles published on or before August 12, 2022: MEDLINE, Cumulative Index to Nursing and Allied Health Literature, Cochrane Database of Systematic Reviews, PsycINFO, and Web of Science. Five studies were identified that examined the effects of a dedicated postdischarge clinic on emergency department (ED) visits, readmissions, and/or mortality within 90 days of discharge for patients with no attachment to a primary care provider. RESULTS: Studies were heterogeneous in design and quality; all were from urban centers within the United States. Four of the five studies reported a reduction in either the number of ED visits or readmissions in patients seen in a TCC following hospitalization. CONCLUSIONS: TCCs may be effective in reducing hospital contacts in the period following hospital discharge in patients with no established primary care provider. Further studies are required to evaluate the health benefits attributable to the implementation of TCCs across a broad range of practice contexts, as well as the cost implications of this model.

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)0.006
metaresearch head score (Gemma)0.036
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.012
Threshold uncertainty score0.031

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.036
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0070.008
Bibliometrics0.0070.009
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0040.000

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 head0.018
GPT teacher head0.334
Teacher spread0.316 · 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 designSystematic review
Domainnot available
GenreReview

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
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Hospital MedicineSame topicHeart Failure Treatment and ManagementFrench-language works237,207