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
wrongful abortion claims, 116-117 Absolute risk, defined, 361 Accessibility problems: abortion laws and, 204-206 availability of genetic testing, 315-317 genetic innovation and protection of information and, 430-431 impact of gene patents on, 335-339 prenatal genetic testing and screening, 66-167, 193-194 disability resources, 213 informed consent barriers, 208-209 Accreditation standards: diagnostic genetics, 109-110 for genetic counseling, 28-29 laboratories, 309-310 psychological aspects of genetic counseling and testing and, 60-61 Accuracy of testing, risk assessment and, 343-344 Acetylcholinesterase (AChE): open neural tube defect diagnosis, 174-175 prenatal screening and diagnosis, 165, 169 Achondroplasia, risk assessment for, 347-348 Actuarial fairness, genetic discrimination in health insurance, 161-162 Addiction, "genetic predisposition" theory, 234-236 Adolescents, genetic susceptibility testing in, 279-280 Adoption studies: diagnostic genetics and wrongful adoption claims, 126-127 neurogenetics, 223-225 Adrenal hyperplasia, risk assessment, null alleles, 348-349 Adult-onset hereditary disorders.See also Common chronic adult disease, family history and genetic screening for Alzheimer's disease, 226 chromosome anomalies, 301-302 family history in, 92-93 genetic susceptibility testing, 116-117 preimplantation genetic diagnosis, ethical issues, 200-201 psychological aspects of genetic counseling and testing, 61-78 ambiguous test results, guidelines for, 71-72 clinical implications of, 74-77 disclosure of result, posttest phase, 66-67
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 | 0.029 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.005 |
| Insufficient payload (model declined to judge) | 0.006 | 0.020 |
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