Study on Tunnel Supporting Frame for Nuclear Magnetic Resonance Detecting Impact
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 tunnel supporting frame has a strong impact on the nuclear magnetic resonance detecting. The emission current decreases,at the same time,the establishment of the excitation field and the reception of the signal are also influenced,hence,the detection results is imprecise. Combining with the transformer model,through Kirchhoff's current law,the relationship is obtained between the increasing amount of resistance of emission coin and the decreasing amount of inductance and the supporting frame resistance and inductance. The mutual inductance of supporting frame and the transmitter coil is calculated. According to the addition and the reduction,the resistance and inductance are calculated.Demonstrated by experiment,the measured and calculated results are consistent,the results provide a basis for the inversion of NMR signals.
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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) | 0.000 | 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