Bibliographic record
Abstract
Digital photography has become a practical alternative to film photography for documentation, communication, and education about orthopaedic problems and treatment. Digital cameras may be used to document preoperative and postoperative condition, intraoperative findings, and imaging studies. Digital photographs are captured on the charged coupler device (CCD) of the camera, and processed as digital data. Images may be immediately viewed on the liquid crystal display (LCD) screen of the camera and reshot if necessary. Photographic image files may be stored in the camera in a floppy diskette, CompactFlash card, or SmartMedia card, and transferred to a computer. The images may be manipulated using photo-editing software programs, stored on media such as Zip disks or CD-R discs, printed, and incorporated into digital presentations. The digital photographs may be transmitted to others using electronic mail (e-mail) and Internet web sites. Transparency film slides may be converted to digital format and used in digital presentations. Despite the initial expense to obtain the required hardware, major cost savings in film and processing charges may be realized over time compared with film photography.
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 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 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".