3D Hierarchically Porous High‐Mass Loading SiO <sub>x</sub> Anodes Enabled by Consecutive Multi‐Layer Printing and Mid‐Infrared Laser Annealing (Adv. Funct. Mater. 43/2025)
Bibliographic record
Abstract
High-Mass Loading SiOx Anodes In their Research Article (10.1002/adfm.202517642), Hyung-Seok Kim, Seong Ku Kim, Sunho Jeong, and co-workers design digitally programmable 3D printing and mid-IR laser annealing techniques for resolving intrinsic transport limitations of thick SiOx anodes. The 3D-printed and laser-annealed, hierarchically porous SiOx anode achieves an areal capacity of 9.5 mAh cm−2 (specific capacity: 1,309 mAh g−1, mass loading: 6.6 mg cm−2) with a capacity retention of 87.7% after 100 cycles.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".