Evaluating the Gradual Delivery of Knowledge-focused and Mindset-focused Messages for Facilitating the Acceptance of COPD
Bibliographic record
Abstract
Chronic Obstructive Pulmonary Disease (COPD) is a terminal, progressive lung condition which mainly affects older adults. The onset of symptoms, obstacles, and impairments brought about by COPD often necessitates a grieving process for patients. Acceptance is the stage of the grieving process in which the patient has healthily integrated the condition into his or her lifestyle and identity. Because of the progressive nature of COPD, the process of acceptance is a perpetual journey in which patients must continuously shift their mindsets and lifestyles to adapt to the increasing severity of the condition. Using the health belief model as a theoretical foundation, we explore the usage of daily automated SMS messages as an engaging and accessible means of facilitating and maintaining a patient's acceptance of COPD. The results of our investigation show that SMS messages serve as an effective tool for improving patients' acceptance of COPD while also reducing patients' proclivities to the nonacceptance stages of the grieving process.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".