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
[393-31-6] C9H6FN (MW 147.15) InChI = 1S/C9H6FN/c10-8-5-7-3-1-2-4-9(7)11-6-8/h1-6H InChIKey = UFIGOYSEDNHKGT-UHFFFAOYSA-N (reagent employed in the preparation of substituted quinolines and pyridines) Physical Data: mp 7–9 °C; bp 68–70 °C/1 mmHg; nD20 1.4762; d 1.194 g cm−3; pKa (H2O) 2.51. Solubility: soluble in THF, DCM, ether, EtOH. Form supplied in: not commercially available. Prepared from the commercially available 3-aminoquinoline via the Schiemann reaction or in a three-step sequence starting from aniline. Purification: purified by distillation under reduced pressure. Handling, Storage, and Precautions: do not breathe vapor. Avoid contact with eyes, skin, and clothing. Avoid prolonged or repeated exposure. Store in a cool dry place away from heat, sparks, and open flame. Addition of water to fluoroquinoline results in the formation of a solid hydrate.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| 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