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Patients’ Perceptions of mHealth Apps: Meta-Ethnographic Review of Qualitative Studies

Why is this work in the frame?

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

Canadian venueIt was published in a Canadian venue.

No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Classifier prediction

metacan-v1-d91a1de5be90

Predictions imitate two machine teachers. Scores are not calibrated prevalence probabilities.

Classifier candidate
MetaresearchMeta-epidemiology (broad)Systematic reviewMeta-analysisQualitativeNot applicable
Classifier consensus
Systematic reviewQualitative
Teacher imitation scores

Codex

Other design0.870
Systematic review0.665
Metaresearch0.513
Meta-epidemiology (broad)0.227
Qualitative0.079
Meta-analysis0.015
Meta-epidemiology (narrow)0.003
Not applicable0.002
Science and technology studies0.001
Observational0.000
Bibliometrics0.000
Theoretical or conceptual0.000
Non-randomized trial0.000
Research integrity0.000
Scholarly communication0.000
Open science0.000
Randomized trial0.000
Case report0.000
Simulation or modelling0.000
Bench or experimental0.000

Gemma

Systematic review0.833
Meta-analysis0.442
Qualitative0.087
Not applicable0.067
Meta-epidemiology (broad)0.055
Metaresearch0.007
Science and technology studies0.002
Bibliometrics0.001
Theoretical or conceptual0.001
Observational0.000
Meta-epidemiology (narrow)0.000
Research integrity0.000
Non-randomized trial0.000
Scholarly communication0.000
Open science0.000
Randomized trial0.000
Case report0.000
Simulation or modelling0.000
Bench or experimental0.000

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.542
GPT teacher head0.639
Teacher spread
0.097 how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Abstract

Mobile phones and tablets are being increasingly integrated into the daily lives of many people worldwide. Mobile health (mHealth) apps have promising possibilities for optimizing health systems, improving care and health, and reducing health disparities. However, health care apps often seem to be underused after being downloaded.

The aim of this paper is to reach a better understanding of people's perceptions, beliefs, and experience of mHealth apps as well as to determine how highly they apprec…

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