Multimorbidity and clinical reasoning through the eyes of GPs: a qualitative study
Bibliographic record
Abstract
OBJECTIVES: Despite the high prevalence of patients suffering from multimorbidity, the clinical reasoning processes involved during the longitudinal management are still sparse.This study aimed to investigate what are the different characteristics of the clinical reasoning process clinicians use with patients suffering from multimorbidity, and to what extent this clinical reasoning differs from diagnostic reasoning. DESIGN: was used as a framework to describe the multifaceted processes of the clinical reasoning. SETTING: Semistructured interviews were conducted with nine GPs working in an ambulatory setting in June to September 2018, in Geneva, Switzerland. PARTICIPANTS: Participants were GPs who came from public hospital or private practice. The interviews were transcribed verbatim and a thematic analysis was conducted. RESULTS: The results highlighted how some cognitive processes seem to be more specific to the management reasoning.Thus, the main goal is not to reach a diagnosis, but rather to consider several possibilities in order to maintain a balance between the evidence-based care options, patient's priorities and maintaining quality of life. The initial representation of the current problem seems to be more related to the importance of establishing links between the different pre-existing diseases, identifying opportunities for actions and trying to integrate the new elements from the patient's context, rather than identifying the signs and symptoms that can lead to generating new clinical hypotheses. The multiplicity of options to resolve problems is often perceived as difficult by GPs. Furthermore, longitudinal management does not allow them to achieve a final resolution of problems and that requires continuous review and an ongoing prioritisation process. CONCLUSION: This study contributes to a better understanding of the clinical reasoning processes of GPs in the longitudinal management of patients suffering from multimorbidity. Through a practical and accessible model, this qualitative study offers new perspectives for identifying the components of management reasoning. These results open the path to new research projects.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.067 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".