MétaCan
Menu
Back to cohort
Record W4413106343 · doi:10.1111/hex.70383

Exploring Patient Understandings of Navigation Services Within Alberta's Healthcare System: A Qualitative Study

2025· article· en· W4413106343 on OpenAlexafffundabout
Sarah Rabi, Maria Santana, Gina Dimitropoulos, Kerry McBrien, Eleanor Benterud, Lorraine Wigston, Karen Tang

Bibliographic record

VenueHealth Expectations · 2025
Typearticle
Languageen
FieldMedicine
TopicGlobal Cancer Incidence and Screening
Canadian institutionsFoothills Medical CentreHotchkiss Brain InstituteCanadian Patient Safety InstituteUniversity of Calgary
FundersCanadian Institutes of Health Research
KeywordsOperationalizationThematic analysisPsychological interventionHealth careMedicineNursingQualitative researchPatient experienceMedical educationPsychology

Abstract

fetched live from OpenAlex

INTRODUCTION: Patient navigation was first envisioned to assist marginalized cancer patients access timely healthcare services by identifying and addressing social barriers to care. While this understanding of patient navigation may still hold for a subgroup of programs today, its expansion over the past 30 years has resulted in a diverse set of interventions with distinct care settings, patient eligibility criteria, navigator training requirements and program goals. This study aimed to explore patients' understanding of patient navigation programs to identify program features that are of particular value and importance to them. METHODS: In this qualitative study, we conducted one-on-one semi-structured interviews from November 2023 to February 2024 with patients involved in five distinct hospital-, clinic- and community-based patient navigation programs across Alberta. Inductive thematic analysis and interpretive exercises were performed to construct a coherent narrative relevant to the research objective. Study participants were adult patients with patient navigation program exposure for at least 1 month (range: 2 months to 11 years). RESULTS: Twenty-three patient experiences were captured in the study (12 [52%] women; median [IQR] age, 59 [48-67] years), with approximately half receiving support from a nurse navigator (11/23, 48%). Regardless of navigation type, the patients' stories were tethered by their navigators' provision of personalized, seamless and humanized care. These perceived navigator functions were accomplished through patient-identified navigator characteristics, including navigator approachability, accessibility and comprehensive systems knowledge. While the identified functions and characteristics of navigators were consistent across patients, the operationalization of these components varied based on the program's setting and the particular needs of each patient. CONCLUSIONS: The commonalities in patient perceptions of patient navigation indicate continued points of overlap across programs despite their increasing heterogeneity. Additionally, our findings provide insight into the functions and characteristics of patient navigation most valued by patients, which may inform future program development and implementation efforts. PATIENT AND PUBLIC CONTRIBUTION: Continued collaboration with two patient partners was maintained throughout the study to ensure responsiveness to patient priorities.

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)0.000
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.023
Threshold uncertainty score0.979

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
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 head0.251
GPT teacher head0.456
Teacher spread0.205 · 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

Citations1
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueHealth ExpectationsSame topicGlobal Cancer Incidence and ScreeningFrench-language works237,207