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
The project is executed at Alfa Laval Lund AB in Ronneby, which manufactures district heating systems (DHS) from larger industries to private homes.The task was to redesign and come up with a solution for the mounting of the door for their DHS mini ECO.Today the cabinet has a lot of parts that doesn't seem to reinforce each other.Due to this the assembler and the customer experience a lack of stability, it also takes too much time to assemble.Alfa Laval also desired that the cabinet is able to be adapted to other DHS with just smaller adjustments to the outer dimensions, like height and depth.The current door is mounted with hooks, should the DHS require maintenance, and then the door must be unhitched from the cabinet while the competitors use some sort of hinge solution.According to Alfa Laval the DHS becomes more and more a part of the household so it's important that it matches the white goods.Today the cabinet is only delivered in a white coating, and since a lot of the white goods today are in stainless steel the option of ordering a cabinet in brushed steel, which has a similar appearance to stainless steel, should be available for the customer.And since Alfa Laval is pleased with the design of their current cabinet they would like to keep it on at least one of the concepts.The whole construction of the cabinet has been changed so that each part strengthen the cabinet and with a peg solution the customer now can open the door either from the left or right side of the cabinet.By applying a keyhole solution to the back of the cabinet it now can be fastened directly to the wall since the framework, where is fastened today, is different from one cabinet to another.Also the number of parts has decreased which makes it easier to ship and for the assembler to put it together.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.003 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.015 | 0.009 |
| Science and technology studies | 0.001 | 0.006 |
| Scholarly communication | 0.000 | 0.005 |
| Open science | 0.007 | 0.002 |
| Research integrity | 0.006 | 0.002 |
| Insufficient payload (model declined to judge) | 0.069 | 0.029 |
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