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
Morale had to be Created: The Importance of Alcohol and Tobacco among Commonwealth 1 Troops during the First World War Four years after the end of the First World War, the 1922 Report on Shellshock closed its address with "morale, can be, and had to be, created." 2 In the horrific conditions of trench warfare on the Western Front, soldiers were left to endure a murderous, drawn-out struggle with little comfort. There were no victories that would ensure a period of rest, nor was there glory to be found for the common trench solider who simply survived another day. The troops instead found their willingness to endure the war in the regular rations of rum and cigarettes. Recent studies on the subject have downplayed the importance of alcohol and tobacco during the First World War, instead focusing on either the unquantifiable rumours of front line cocaine use or the medical efficacy of morphine. The writings of soldiers themselves, however, whether it be in memoirs, novels, letters, or poems, nearly always include mentions of the rum ration or describe a scene wherein two companions pass the time smoking cigarettes. The effect of alcohol and tobacco on the average infantry soldier was significant, and at times, life-saving. During the years of conflict, regular rations of alcohol and tobacco were used for their physical effects, as a connection to home, as a reward system, and as facilitators for social interaction. The multiple uses of these psychoactive substances created a culture of camaraderie among front-line soldiers, bolstering morale within the ranks of soldiers and in the War Office. The cigarette became recognized by the British government for its morale-boosting effects, and every soldier soon 1 While the term "Commonwealth" is anachronistic, it will be used as it is the most succinct term that encompasses British, Canadian, and ANZAC forces 2 Tim Cook. "More a Medicine than a Beverage: "Demon Rum" and the
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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