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
Le principe du puits canadien est en voie de se generaliser pour toutes les constructions. Tres bon complement aux systemes de chauffage et d'aeration de nos maisons, il utilise de maniere passive les principes de la geothermie. Ainsi, il prechauffe votre logement l'hiver ou le rafraichit l'ete (on parle alors de puits provencal), en vous faisant realiser de veritables economies et en permettant a votre logement une tres bonne aeration. Comment concevoir un puits ? Que faut-il savoir avant de se lancer ? Quels materiaux choisir ? Toutes ces informations sont a votre portee grâce a ce guide : des donnees techniques sur la thermie de votre interieur, les differents systemes de ventilation, des exemples de realisations, les avantages et inconvenients des materiaux utilises, et, enfin, les meilleurs conseils pour votre installation.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.002 |
| 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