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
this article focuses on the obvious elements of social protest in the novel from the Marxist perspective: the plight of migrant workers, a theme that is later developed more fully in Stainbeck’s masterpiece the Grapes of Wrath (1939); racial discrimination and the social prejudice towards women. Elements of social protest, however, are slight when compared with the more universal message of the story, a lack underscored by the fact that the characters have no visible social awareness of their situation and the cause-source for that. Therefore, the article goes into further study on the cause-source for the miserable situation of the migrant workers and other lower-class people. It comes to the conclusion that the social system is to blame and be responsible for the sufferings of the characters. Key words: John Steinbeck, Of Mice and Men, Marxist perspective, social protest Resume: Ce texte se focalise sur les elements evidents de la protestation sociale dans la nouvelle dans une perspective marxiste : la situation difficile des travailleurs migrants , un theme qui est ensuite develppe plus profondement dans le chef-d’oeuvre 《the Grapes of Wrath》(1939) de John Stainbeck ; la discrimination de race et le prejuge social envers les femmes . De toute facon , la protestation sociale des elements sont legeres par rapport au message universel de l’histoire , la manque soulignee par le fait que les heros ne sont pas visiblement conscients de leur situation ainsi que la cause-source . Par consequent , ce texte fait des etues plus approfondies sur la cause-source de la situation miserable des travailleurs-migrants , et les antres gens les plus demunis de la societe . Il conclut enfin que le systeme social se doit etre critique et qu’il est responsible pour la souffrance des heros . mots-cles: John Steinbeck, De Mice and Men, perspective marxiste, protestation sociale
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) | 0.000 | 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