Bibliographic record
Abstract
THE ZOMBIE AESTHETICS AND THE POST-APOCALYPTIC FRANCHISEON MARCH 22nd 1996, Japanese video game company Capcom Inc. released Biohazard, the first of their new immersive zombie survival-horror role playing games (RPGs) for the Sony PlayStation. Released in the West as Resident Evil, George A. Romero's model of the animated cadaver and Lucio Fulci's command of the atmospheric combined to provide the main inspiration for the game's visual and narrative aesthetic (Poole, 79): a complete and immersive reworking of the zombie genre by Tokyo based video game producer Shinji Mikami. Although not the first video game franchise to attain cult recognition or make a successful transfer to the big screen - Lara Croft and the Tomb Raider franchise come to mind - a determination, "to repackage the zombie as a mainstream monster and an icon of cool" (Russell, 171) clearly paid off: The Resident Evil games had succeeded...
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.012 | 0.020 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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 source (direct Gemma or distilled Codex), 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".