Microscopy and Microanalysis: An International Journal for the Biological and Physical Sciences
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 official journal of Microscopy Society of America, Microbeam Analysis Society, Microscopical Society of Canada / Société de, Microscopie du Canada, Mexican Microscopy Society, Brazilian Society for Microscopy and Microanalysis, Venezuelan Society of Electron Microscopy, European Microbeam Analysis Society, Australian Microscopy and Microanalysis Society. Published in affiliation with Royal Microscopical Society, German Society for Electron Microscopy, Belgian Society for Microscopy, Microscopy Society of Southern Africa. Editor in Chief, Editor, Microanalysis: Charles E. Lyman, Materials Science and Engineering, Lehigh University, 5 East Packer Avenue, Bethlehem, Pennsylvania 18015-3195, Phone: (610) 758-4249, Fax: (610) 758-4244, e-mail: charles.lyman@lehigh.edu. Editor, Biological Applications: Ralph Albrecht, Department of Animal Sciences, University of Wisconsin-Madison, 1675 Observatory Drive, Madison, Wisconsin 53706-1581, Phone: (608) 263-3952, Fax: (608) 262-5157, e-mail: albrecht@ansci.wisc.edu. Editor, Materials Applications: David J. Smith, Center for Solid State Science, Arizona State University, Tempe, Arizona 85287-1704, Phone: (480) 965-4540, Fax: (480) 965-9004, e-mail: david.smith@asu.edu. Editor, Materials Applications: Elizabeth Dickey, Materials Science and Engineering, Pennsylvania State University, 223 MRL Building, University Park, PA 16802-7003, Phone: (814) 865-9067, Fax: (814) 863-8561, e-mail: ecd10@psu.edu. Editor, Light and Scanning Probe, Microscopies: Brian Herman, Cellular and Structural Biology, University of Texas at San Antonio, 7703 Floyd Curl Drive, San Antonio, Texas 78284-7762, Phone: (210) 567-3800, Fax: (210) 567-3803, e-mail: hermanb@uthscsa.edu. Editor, Biological Applications: Heide Schatten, Veterinary Pathobiology, University of Missouri-Columbia, 1600 E. Rollins Street, Columbia, Missouri 65211-5030, Phone: (573) 882-2396, Fax: (573) 884-5414, e-mail: schattenh@missouri.edu. Calendar Editor, Book Review Editor: JoAn Hudson, Advanced Materials Research Labs., Clemson Univ. Research Park, Rm. 105, Anderson, SC 29625, Phone: (864) 656-7535, Fax: (864) 656-2466, e-mail: joanh@clemson.edu. Special Section Editor: James N. Turner, Phone: (518) 474-2811, Fax: (518) 474-8590, e-mail: turner@wadsworth.org. Expo Editor: William T. Gunning III, Phone: (419) 383-5256, Fax: (419) 383-3066, e-mail: wgunning@mco.edu. Proceedings Editor: Stuart McKernan, Phone: (612) 624-6009, Fax: (612) 625-5368, e-mail: stuartm@tc.umn.edu.
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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 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