MétaCan
Menu
Back to cohort
Record W2945936197 · doi:10.1177/1078345819852044

Clinical Pharmacists in Correctional Facilities: A Literature Review and Future Directions

2019· review· en· W2945936197 on OpenAlexaff
Caitlyn Thomson, Mary Gunther, Peter Macek

Bibliographic record

VenueJournal of Correctional Health Care · 2019
Typereview
Languageen
FieldMedicine
TopicPharmaceutical Practices and Patient Outcomes
Canadian institutionsAlberta Health Services
Fundersnot available
KeywordsMedicinePharmacistClinical pharmacyNursingHealth carePharmaceutical careFamily medicinePharmacy

Abstract

fetched live from OpenAlex

The role of pharmacists has undergone a significant transformation. Expanding clinical roles in the community and hospital settings have led to opportunity for correctional facility pharmacists to expand their practice. This literature review identifies past and present roles of correctional pharmacists, along with areas for growth. Peer-reviewed and gray literature is described, outlining current and expanding pharmacist roles from 1997 to 2017. The literature reveals that health care provided in correctional facilities is shifting from a basic level of care to a greater role in inmate health and identifies the challenges and barriers that pharmacists meet. There is strong evidence to support the expanding role of pharmacists as primary care providers in the corrections setting through activities such as direct patient care, health care clinics, and medication management.

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 categoriesMeta-epidemiology (narrow), Research integrity
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.884
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.004
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 head0.195
GPT teacher head0.552
Teacher spread0.357 · 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.

Study designNot applicable
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

Citations17
Published2019
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Correctional Health CareSame topicPharmaceutical Practices and Patient OutcomesFrench-language works237,207