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
Joanne was a tall woman with striking blue eyes and a manner that was simultaneously shy and defiant. I was to be her new family doctor. Her endocrinologist continued to prescribe the hormones supporting her transition from a male to a female. And, most importantly, she came with a skilled therapist helping her with the loss of her family who couldn't cope with her transgendered identity—and the fear of losing her twelve-year-old son who had just found out his father would prefer to live life as a woman. Her son meant the world to her. She was terrified of not accomplishing the tasks she had set herself: become comfortable as a woman, retool her job skills, support her son, and grow into her new life. Joanne's visits focused on health maintenance and several minor complaints, including a popping in her ears. With a normal physical exam, my first diagnosis was somewhat dismissive. “I don't think its anything—it should clear up on its own.” She was back three weeks later. I examined her again—gave her a more fancy diagnosis: Eustachian tube dysfunction and suggested she try decongestants. “Sometimes this takes a while to resolve,” I warned her as she left. One month later she returned—“you have to do something about my ears—they are driving me crazy.” I felt impatient. Clearly she was overreacting. On the scale of things, her problem was pretty minor. I could have slowed down long enough to explore her concern, however, in my annoyance, I countered with a specialist referral. The ENT note comes back: Eustachian tube dysfunction. We were now on our fourth visit in as many months for the popping ears problem. I was armed with the note from the specialist. I gave her the spiel again (complete with a diagram): self-limited symptoms, no easy cure, try another allergy medication, etc. She was visibly unhappy, but I was too full of my own irritation to really pay attention. In a somewhat sharp tone, I said, “Clearly I am missing something, here—why are you so upset about your ears?” “It's my voice,” she said slowly, her eyes fixed on a spot where the floor meets the wall. “My voice—it's the most unfeminine thing about me. I'm trying so hard to train my voice … so I can sound like a woman … so that people will believe me and I can get on with my life. I can't hear my voice when my ears are popping … my voice makes me sound like a freak.” I was dumfounded—at my own arrogance, mostly. I had broken my own rule about never assuming I knew better than my patients about what was important in their lives. I had decided that popping ears were too trivial—and very nearly missed something that was of core importance to Joanne. Joanne was a very gracious teacher to me that day. It's a lesson I suspect I will have to keep on learning.
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 | 0.001 | 0.001 |
| 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 | 0.000 |
| 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