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 prevalence of infertility has existed for as long as humans have populated this earth. One in five American men and a quarter of American women will experience some form of infertility in their lifetime. Infertility challenges emotions, spiritual beliefs, and the mental capacity to understand. It impacts the closest relationships, as well as casual interactions. Even with medical intervention, only 50% to 65% of couples will achieve pregnancy. The remainder, 35% to 50% of couples, will be faced with other choices, such as adoption or child-fee living. Based on a True Story exists to expose this often-private issue. Each project is created with a specific book style in mind. A book informs the reader, and yet conceals its contents from those uninterested. A book tells a story. A book is interactive. A book challenges the viewer to look, to touch, to read, and to understand. In addition to the seven metal- based projects, six photographs are included in this thesis. Each photograph depicts a moment experienced by a person who grasps the many facets of infertility - waiting, medical procedures, and pain. Many individuals have impacted this project through their personal experiences, conversations, criticism, and assistance. There are too many of you to name, you know who you are - Thank You. David, my husband, has been a constant source of encouragement, support, and motivation. I would not have been able to walk through these past three years without him - Thank You. I extend a special "Thank You" to my models for sharing my desire to de-mystify infertility. And finally, Pat, Sarojini, and Sam - your expertise, support, and assistance were an invaluable asset to completing this project - Thank You. This project was supported and funded by Ivy Tech Community College's Adjunct Faculty Development grant and a Graduate Creative Arts grant from the Office of Academic Research and Sponsored Programs at Ball State University. Thank you.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.018 |
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