Ocular angiogenesis : diseases, mechanisms, and therapeutics
Bibliographic record
Abstract
I. Angiogenic Diseases Age-Related Macular Degeneration Curtis L. Hagedorn and Ron A. Adelman Endogenous Angiogenic Inhibitors in Diabetic Retinopathy Jian-Xing Ma and Sarah X. Zhang Corneal Angiogenesis Trevor R. Carmichael Polypoidal Choroidal Vasculopathy Nahoko Ogata and Kanji Takahashi Myopic Choroidal Neovascularization Kyoko Ohno-Matsui and Takashi Tokoro Mechanisms of the Formation and Stability of Retinal Blood Vessels Jonathan Stone, Trent Sandercoe, and Jan Provis Neovascular Glaucoma James C. Tsai and M. Bruce Shields Eales' Disease Jyotirmay Biswas Angiogenesis and Ocular Tumorigenesis Nader Sheibani and Daniel M. Albert Genetics of Ocular Vascular Disease Jacquie Greenberg, Ari Ziskind, and Stephen P. Daiger II. Endogenous Promoters and Inhibitors of Angiogenesis Vascular Endothelial Growth Factor and Retinal Diseases Sam Dahr and Karl G. Csaky The Role of Fibroblast Growth Factors in Ocular Angiogenesis Andreas Bikfalvi and Sophie Javerzat Control of Neovascularization and Cell Survival in the Eye by PEDF Joyce Tombran-Tink and Colin J. Barnstable Thrombospondin: Guarding the Clear View Arin Aurora and Olga V. Volpert Regulation of Ocular Angiogenesis by Matrix Proteases and Tissue Inhibitors of Metalloproteinases Bela Anand-Apte Integrins in Ocular Angiogenesis Matthew R. Ritter and Martin Friedlander Ocular Inflammation and Neovascularization Chi-Chao Chan and Robert B. Nussenblatt III. Therapeutics and Delivery for Angiogenic Eye Diseases Anti-VEGF Therapies for Diseases of the Retina and Choroid Ming Lu and Donald J. D'Amico Anecortave Acetate: A Novel Ocular Angiostatic Agent Stella M. Robertson, Alberta A. Davis, David C. Dahlin, and Abbot F. Clark Gene Therapy for Neovascular Retinopathies Brian J. Raisler, Kenneth I. Berns, and William W. Hauswirth Noninvasive Delivery of DNA Into the Eye John M. Nickerson, R. Keith Shuler, Jr., John B. Davies, Phyllis K. Dioguardi, Steven M. Wolchok, Vincent T. Ciavatta, Jeffrey H. Boatright, and Henry F. Edelhauser Novel Drug Delivery Systems for Posterior Segment Ocular Disease Heather Sheardown and W. Mark Saltzman Index
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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".