Additional file 1 of Effectiveness of remote home monitoring for patients with Chronic Obstructive Pulmonary Disease (COPD): systematic review
Bibliographic record
Abstract
Additional file 1: Table S1. Literaturesearch results. Table S2.Characteristics of included studies. TableS3. Characteristics of participants included in the studies. Table S4. Remote home monitoringcomponents. Table S5. Description ofremote home monitoring programs and technology. Table S6. Remote home monitoring components. Table S7. Risk of bias. TableS8. Health-related quality of life - CAT, CCQ and other instruments. Table S9. Health related quality oflife – CRQ. Table S10. Healthrelated quality of life – SGRQ. TableS11. Patient experience and satisfaction with RHM. Table S12. Frequency of exacerbations, Hospital admissions, ERvisits and physician visits. Table S13.Adverse events and deaths during the follow-up period. Table S14. Exercise capacity and activity levels. Table S15. Mental health. Table S16. Self-efficacy. Table S17. Cost per patient. Table S18. Provider experience. Table S19. Lung function.
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.
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 | 0.005 | 0.060 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.005 | 0.005 |
| Bibliometrics | 0.008 | 0.011 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.005 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.682 | 0.019 |
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".