Smart Packaging: A Micro-Sensor Array Integrated to a Flip-Chip Package to Investigate the Effect of Humidity in Microelectronics Package
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
Lifetime reliability of electronics package is important for long term operation of microelectronic devices. Humidity, temperature and resulting strain are three main reasons for the failure of a flip-chip semiconductor package. For these reasons, continuous research effort have been devoted to integrate moisture, temperature and strain sensors in package performance and failure risk monitoring. We here demonstrate combined humidity, strain and temperature sensors based on a carbon nanotube mesh embedded in a polyimide matrix. We further demonstrate that an array ofmicro-humidity(/strain/temperature) sensors can be integrated at the wafer finish step of semiconductor chips to provide useful in-situ real-time information.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.004 |
| 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