Evidence-Based Guide to Therapeutic Physical Agents
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
ONE: DIRECT, PULSED AND ALTERNATING CURRENTS1. Iontophoresis2. Transcutaneous Electrical Nerve Stimulation3. Interferential Current4. Microcurrent5. High Voltage Pulsed Current6. Russian Current7. Diadynamic Current TWO: RADIO-WAVE AND LIGHT RADIATION8. Shortwave Diathermy9. Laser THREE: ACOUSTIC RADIATION10. Ultrasound FOUR: INFRARED RADIATION11. Cryotherapy12. Thermotherapy13. Fluidotherapy FIVE: INFRARED RADIATION AND HYDROMECHANICS14. Hydrotherapy SIX: PRACTICAL GUIDELINES15. Electrical Hazards, Safety Measures and Maintenance of Line-Powered Physical Agents16. Skin Sensory Hot and Cold Discrimination Testing17. Quantitative Phyical Agent and Skin Temperature Measurement18. Temperature Ranges of Thermal Physical Agents19. Selection and Purchase of Therapeutic Physical Agents20. Equivalency Between the US and Metric Customary Units of Measuremen
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.
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 | 0.000 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it