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
Planning for the invasion of France had begun in January, 1943. Thus, when British reluctance to commit themselves firmly to it was overcome at the Teheran Conference, the outline of the plan now codenamed Overlord was already in place. Eisenhower was appointed Supreme Commander at the end of 1943. British fears that the landings would be repulsed led to the plans being enlarged from three divisions to eight, including three airborne. This put back the date from May to June, 1944. As finally conceived, British, American and Canadian forces would land on five beaches, preceded by airborne landings to prevent the Germans from making too effective an early response, and by heavy naval bombardment, which had proved its worth in the Pacific. Normandy was chosen because it provided the necessary flat beaches. A key requirement was port facilities to supply the troops. It was anticipated that any port would be blocked by the Germans and would require up to three months to clear. Two artificial harbours, codenamed Mulberries, were therefore devised to be installed on the beachheads to facilitate unloading of supplies.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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