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
[90-04-0] C7H9NO (MW 123.15) InChI = 1S/C7H9NO/c1-9-7-5-3-2-4-6(7)8/h2-5H,8H2,1H3 InChIKey = VMPITZXILSNTON-UHFFFAOYSA-N (amination reagent, nucleophilic amine, imine precursor, Mannich reaction, building block for heterocycle synthesis). Alternate Names: o-anisidine; 2-aminoanisole. Physical Data: bp 225 °C, 109 °C (17 mmHg), mp 3–6 °C, light yellow liquid. Solubility: sol in most organic solvents. Form Supplied in: commercially available as a clear colorless to light yellow liquid. Preparative Methods: although it is commercially available, the reagent can be prepared in one step either from 2-iodoaniline or from 2-iodoanisole in cross-coupling reactions involving methanol or ammonia respectively. Purification: distillation under reduced pressure. Handling, Storage, and Precautions: stable under normal temperatures and pressures. May become brown upon exposure to air. Toxic by inhalation, in contact with skin, and if swallowed. May cause cancer.
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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 0.001 |
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