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Record W4309714283 · doi:10.1186/s12875-022-01907-4

The experience of primary care teams during the early phase of COVID-19: A qualitative study of primary care practice leaders in Ontario, Canada

2022· article· en· W4309714283 on OpenAlex
Catherine Donnelly, Christine Marie Mills, Sandeep Singh Gill, Kavita Mehta, Rachelle Ashcroft

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueBMC Primary Care · 2022
Typearticle
Languageen
FieldMedicine
TopicTelemedicine and Telehealth Implementation
Canadian institutionsUniversity of TorontoOntario Medical AssociationQueen's University
Fundersnot available
KeywordsPrimary careCoronavirus disease 2019 (COVID-19)Qualitative researchPhase (matter)Primary (astronomy)2019-20 coronavirus outbreakPandemicSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)MedicinePrimary health careNursingPsychologyFamily medicinePolitical scienceHealth careSociologyVirologyInfectious disease (medical specialty)Internal medicineDiseaseOutbreak

Abstract

fetched live from OpenAlex

BACKGROUND: The COVID-19 pandemic has caused a rapid shift to virtual care in primary care practices around the globe. There has been little focus on the experiences of interprofessional teams through the lens of primary care practice leaders. The objective of this study was to examine the experience of primary care teams during the first wave of the COVID-19 pandemic from the perspective of primary care leadership. METHODS: Qualitative study using qualitative description methods. Executive Directors of interprofessional primary care teams belonging to the Association of Family Health Teams of Ontario (AFHTO) were invited to participate. Executive Directors were interviewed and the interview transcripts were analyzed using thematic analysis. RESULTS: Seventy-one Executive Directors from across all regions of Ontario were interviewed for the study, representing 37% of the AFHTO member clinics. Four themes were identified in the data: i) Complexities of Virtual Care, ii) Continuation of In-person Care, iii) Supporting Patients at Risk, and iv) Stepping up and into New Roles. CONCLUSIONS: Primary care teams rapidly mobilized to deliver the majority of their care virtually, while continuing to provide in-person and home care as required. Major challenges to virtual care included technological infrastructure and unfamiliarity with virtual platforms. Advantages to virtual care included convenience and time savings. Virtual care will likely continue to be an important mode of primary care delivery moving forward.

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.

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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.081
Threshold uncertainty score0.995

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.057
GPT teacher head0.391
Teacher spread0.334 · 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