Optometric Referrals to Retina Specialists: Evaluation and Triage via Teleophthalmology
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
A retrospective noncomparative consecutive case series was conducted to evaluate the clinical outcomes of a novel teleophthalmology program linking optometrists to retina specialists in Alberta, Canada. One hundred seventy-one patients, referred by optometrists via teleophthalmology to a group retina practice between June 2004 and May 2006 underwent stereoscopic, mydriatic digital photography. Images were transmitted to a secure Web server and analyzed by a retina specialist. Diagnosis and recommendations were sent back to the optometrist and, if necessary, patients were referred for additional testing and clinical evaluation. A chart review of all clinical encounters was performed and the data was tabulated. Demographic features, diagnosis, testing, treatment, distance and time traveled by patient, durations between telemedicine referral, teleophthalmology consultation, in-person consultation, testing, and treatment were recorded. One hundred seventy patients were assessed via teleophthalmology for a total of 190 consultations. Eighty-nine patients (52.0%) required conventional in-person consultation with a referral completion success of 92.1% (82 patients). Fifty of these patients underwent additional diagnostic testing including fluorescein angiography (41), optical coherence tomography (14), laboratory testing (5), visual fields (2), carotid Doppler ultrasound (2), and ocular ultrasound (2). Twenty-five patients required surgical or medical treatment including focal argon laser (10), photodynamic therapy (8), panretinal photocoagulation (2), vitrectomy (2), scleral buckle (1), and other procedures (8). Average wait time between telemedicine referral and teleophthalmology review of images by the retina specialist was 1.9 days (maximum = 20 days). For those patients requiring office evaluation, the average wait time between teleophthalmology referral and in-person evaluation was 25.1 days. Twenty-one of the 25 patients (84.0%) requiring treatment underwent examination, testing, and treatment in a single day. When compared to conventional consultation methods, teleophthalmology reduced average travel distance and time by 219.1 km and 2.7 hours, respectively. Teleophthalmology reduced office visits to the retina specialist by 48% while improving the efficiency of clinical examination, testing, and treatment. Patients benefited through reduced travel time and distance.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.000 |
| 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 it