Bibliographic record
Abstract
A soldering tip 10, for soldering apparatus (figure 5), may have titanium body portion 40; and a removable steel distal end 38 or outer steel coating (36, figure 3). Physical vapour deposition (PVD) or electrodeposition may be used to coat the body portion 40 with the outer steel coating (36, figure 3), possibly with an intermediate layer therebetween. The steel may have less than 2 wt% carbon and 5 wt% chromium; e.g. also comprising manganese, silicon, vanadium, phosphorus, sulphur, with the balance being iron. Silver steel may be used. The bit 10 may have a screw thread 28, for releasably attaching to the soldering apparatus (figure 5). Legs of an electrical component may be dipped into a bubble of molten solder, protruding from a through-bore 16 in the nozzle tip 10, before soldering the component to a printed circuit board (PCB) (figures 1 and 2).
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 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 | 0.002 | 0.001 |
| 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) | 0.001 | 0.003 |
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; both teacher heads agree on what is shown here.
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".