Bibliographic record
Abstract
AcknowledgementsMELISSA MORRIS p. 3 Letter From the EditorMARIA BAKARDJIEVA p. 5 The Motley Editorial Team p. 7 Meet the Authors p. 11 Research and Analytical Articles Frederick Douglass: Visibility of a visionaryARIADNA ALVARADO p. 14 The face of Orientalism: The western appropriation and commodification of Asian culture ABIGAIL ATMADJA p. 26 Performing Muslim identities through embodiment- Self-representing through fashion, aesthetics, and styleASMA BERNIER p. 38 The contemporary aesthetics of adolescence: How Euphoria uses style to spectacularize representation of modern youth in the articulation of a teenage gazeLANA COLES p. 58 Sigma male grindset as alienation and asceticism: A rejection of individual emancipation in the work of Karl MarxCLAIRE HADFORD p. 82 Can the line cook speak: A critical discourse analysis of the voice and representation of Canadian restaurant staff during the Covid-19 pandemicBRAY JAMIESON p. 96 Kidfluencers and conundrums: The rising need for Internet policy that addresses child labour and safetyMELISSA MORRIS p. 116 History of Transnational cinema and feminist film theory: Understanding the potential of Transnational women’s filmASHA SARA p. 128 Creative Research A visual rhetorical analysis of Queer visibility strategies active in contemporary American televisionMADISON DANIELS p. 135 EN-LIGHTEN-ED: The politics of Black hairGLORY OKELEKE p. 136 Archaic methods, subculture sensibilities, outside aesthetics & Instagram: A humble cultural artifact attempts to resist the almighty algorithmCALUM ROBERTSON p. 137
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.
How this classification was reachedexpand
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 | 0.000 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".