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
The purpose of this qualitative, phenomenological study was to uncover the meaning of severe visual impairment to older women diagnosed with macular degeneration, a leading cause of blindness in older adults. The research question for the study was, What is the lived experience of severe visual impairment in older women diagnosed with macular degeneration? Participants were eight women, aged 63 to 85 years, who had been diagnosed with macular degeneration and who had severe visual deficits. Data were gathered through audiotaped interviews. Interview recordings were transcribed and later analyzed using a modified Giorgi methodology. The meaning of severe visual impairment emerged as "persisting toward unfolding ways of being in the world sparked by personal discoveries amidst enveloping losses while embracing a realistic awareness with steadfast positivism." Findings from this study were congruent with the theory of Human Becoming. Study findings highlight factors that may place older women with severe visual deficits at risk for lower levels of well-being.
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 | 0.002 | 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 | 0.001 |
| 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 it