ESD characteristics of a generalized two body system including a ground plane
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
Capacitance coefficients were measured for a system with two conductors of variable size, positioned at different elevations with respect to a horizontal ground plane. For a constant charge on the source, body potentials and energies were calculated and a comparison was made of the relative probability of a discharge and the severity of the discharge for the various source/sink geometries. Both a fixed-size source model and a fixed-size sink model were analyzed, for cases where the sink was floating or grounded. Positioning the bodies close to a horizontal ground plane decreases both the probability of a discharge and the severity of the discharge in all cases. Potential and energy sensitivity factors were calculated and used to show how the observed results can be interpreted using the changes in the capacitance coefficients of the system. The results provide a better understanding of the basic electrostatic discharge characteristics for simulations involving the human body model and the metallic cart model.< <ETX xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">></ETX>
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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 | 0.001 | 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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