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 hem flange joint is used to attach the inner and outer panels of almost all automotive closure assemblies (hoods, doors, trunk lids, liftgates). Typically, this mechanical lock joint is augmented with an adhesive, applied to the inner surface of one of the panels before assembly and hemming. There are many issues with this traditional assembly method, including adhesive cost, dispensing, cure time and cure initiation, closure stiffness and crashworthiness, and hem flange width requirements. One particular problem is relative sliding of the inner and outer panel after hemming and before the adhesive has cured. This results in poor panel fit on the body, as the outer skin has shifted relative to the attachment points on the inner panel. A possible solution to these problems is to laser tack weld the panels together shortly after hemming. Laser welding closure assemblies reduces the need for adhesive, and produces a stiffer, more robust assembly. It may be possible to reduce hem flange width for laser welded closures, and the panel shifting problem is eliminated once the assembly is welded. This paper will describe the process requirements for laser welding on a hem flange, a laser welding system designed for hem flange welding, and show hem flange welding results for both steel and aluminum closure assemblies.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.004 | 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