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
Amotrophic lateral sclerosis diagnosis is based on clinical and electrophysiological findings. Transcranial magnetic stimulation and MRI can show abnormalities which are not specific, but which can confirm upper motor neuron involvement. The other tests are performed to exclude differential diagnosis. Tests which should be performed in every cases are: medullar MRI, blood counts, erythrocyte sedimentation, serum protein electrophoresis, calcium, phosphore, serological tests for HIV, siphylis, Lyme disease. Other tests are made in some clinical circonstances to exclude genetical disease or metabolic disorders (SMN gene, Kennedy gene, Hexosaminidase A, very long chaine fatty acids), haematological or paraneoplasic disorders (anti-neurons antibodies, PSA, CT of chest and abdomen, mammography, bone marrow biopsy) or inclusion myositis (muscle biopsy).
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 | 0.001 | 0.001 |
| 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 it