The Impact and Wider Implications of Remote Consultations for General Practice in Norway: Qualitative Study Among Norwegian Contract General Practitioners
Bibliographic record
Abstract
BACKGROUND: The digital shift toward remote consultations in general practice needs ongoing monitoring to understand its impact on general practice organizations and the wider health care system. OBJECTIVE: This study aimed to explore how remote consultations impact on contracted general practitioner (GP) practices and how GPs perceive the implications of this uptake for the overall health care system. METHODS: In total, 5 focus groups were conducted with a total of 18 GPs from all 4 health regions of Norway in 2022. The material was subjected to Braun and Clarke's thematic analysis. RESULTS: The analysis yielded six themes: (1) the design of novel effective clinical pathways: remote consultations empower GPs to tailor new effective clinical trajectories, blending modalities to address diverse needs across clinical episodes-from initial triage, through investigations to case closure; (2) increased workday flexibility: remote consultations introduce variability into daily work, allowing GPs to adjust patient contact intensity, and leading to a less stressful work-home balance; (3) erosion of organizational boundaries: easy remote access to GPs appears to reduce patients' tolerance for minor illness and self-care, hindering effective gatekeeping and shifting GPs' focus from proactive to more reactive work, increasing work-related stress; (4) degradation of clinical shrewdness: confronted with an increasing amount of unsorted and trivial remote inquiries, GPs observe challenges in detecting and prioritizing serious cases; (5) dilemmas related to responsibility, ethics, and legislation: remote consultations highlight a tension for contract GPs between legal responsibilities and ethical obligations, with implications for patients with limited health literacy; this may entail suboptimal evaluation or delayed treatment-potentially contributing to increased health care inequity; and (6) retaining clinical core values in a changing world. Overall, GPs affirm that remote consultations have come to stay and describe efforts to effectively manage the advantages and disadvantages inherent in such interactions to safeguard clinical effectiveness and organizational sustainability of primary health care. CONCLUSIONS: The widespread adoption of remote consultations in the Norwegian contract GP scheme fundamentally reshapes the dynamics of GP work and the overall health care system. Awareness and proactive management of these changes are essential for maintaining sustainable, high-quality primary health care.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.007 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".