Bibliographic record
Abstract
1.1 Morille before his make-over by Tekno 10 1.2 Morille after his make-over by Tekno 10 1.3 Val returns to consciousness after the attack 12 2.1 Simone awakens on August 32nd 26 2.2 Philippe mimicking the effects of weightlessness 28 3.1 What are you thinking about, Anthony? 45 3.2 What do you feel, Loki? 47 3.3 The Killer writing the hate-letter 51 4.1 Hannah, the precocious child 66 4.2 Louise floats in the Heptapod atmosphere 69 4.3 The Heptapod Costello and Louise meet 70 5.1 The dying fish/the narrator giving voice and form to Bibiane's abortion 81 5.2 Nawal leaves her village 84 5.3 Jeanne retraces her mother's steps 85 6.1 The dying fish narrator 97 6.2 Bibiane with her bare feet exposed 101 7.1 Simon blindfolded 115 7.2 Adam covering his eyes 119 7.3 K with Dr Stelline's face reflected onto his 122 8.1 Matt seen head-on in the car 132 8.2 Matt's eyes reflected in the rear-view mirror 132 8.3 Alex in Keller's torture chamber 136 9.1 A giant spider looms over the Toronto cityscape 145 9.2 Adam/Anthony's confusion during a conversation with his mother 146
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 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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.824 | 0.665 |
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".