Assessing spatial perception in aging using an adapted Landolt-C technique
Bibliographic record
Abstract
This study investigated luminance and texture-defined spatial information processing in normal aging using an adapted Landolt-C technique. Sensitivity to C-target stimuli (optotypes) was measured for four age groups: 18-34, 35-49, 50-64, and 65+ years. Participants indicated optotype gap-opening orientations (up, down, left, or right) at different levels of luminance or texture contrast. Although sensitivity did not differ across age group for the luminance-defined optotypes, sensitivity for texture-defined optotypes for the 65+ years age group was significantly decreased relative to that of the youngest group (18-34 years). Results suggest that age-related changes in visual function can be dissociated at different levels of processing, and may be better defined using stimuli that necessarily depend on higher levels of neural functioning to be perceived.
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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 | 0.000 |
| 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 | 0.001 |
| 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 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".