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
ABSTRACT Converting integrated circuit (IC) bills of material (BOMs) from gold (Au) to copper (Cu) wire is becoming mainstream in semiconductor manufacturing. With the price of gold skyrocketing, cost is the primary driver for conversion. Although there are other advantages that complement the huge cost savings, few contract manufactures and Original Equipment Manufacturers (OEMs) are excited about these enhanced properties. Instead, they are most concerned with manufacturing controls, interaction with current BOMs, and the long-term reliability of Cu-wire in IC packaging. The benefits and concerns of using copper wire versus traditional gold wire BOMs are explored and various customer concerns are discussed. A myriad of evaluations were designed to determine the impact of the Cu-wire bonding across various wafer and package technologies. This laid the groundwork for a significant ramp into production. However, market acceptance needed to be considered as well, particularly from the OEM and Electronic Manufacturing Services (EMS) point of view. There are subtle benefits, such as improved electrical and thermal properties as well as slower intermetallic growth as summarized in Figure 1 above, but the primary risks are what customers tend to focus on. These include oxidation and increased hardness of the wire itself, interactions with impurities in various mold compounds, and controlling the manufacturing process over time. Initially traditional gold-wire bonders were retrofitted with conversions kits to allow the use of copper wire during the IC manufacturing bonding process. As more was learned about Cu-wire bonding, new bonding equipment was specifically designed to accommodate the unique requirements of using copper wire. The introduction of forming gas, capillary design, and other factors will be discussed as key parameters are optimized during the characterization of the copper-wire bond recipe. The definition of a “good bond”, revised process controls, extended reliability studies, and a look into what’s next wrap up the discussion.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it