Polyanion Protection of Silane Bonds to Silicon Oxide Revealed by Electrokinetic Measurements
Bibliographic record
Abstract
ADVERTISEMENT RETURN TO ISSUEPREVNoteNEXTPolyanion Protection of Silane Bonds to Silicon Oxide Revealed by Electrokinetic MeasurementsToshihisa Osaki, Ralf Zimmermann, Thomas Kratzmüller, Rüdiger Schweiss, and Carsten WernerView Author Information Department of Biocompatible Materials, Institute of Polymer Research Dresden and The Max Bergmann Center of Biomaterials Dresden, Dresden, Germany, FRIZ Biochem GmbH, Staffelseestr. 6, D-81477 München, Germany, and Department of Mechanical and Industrial Engineering, University of Toronto, 5 King's College Road, Toronto, Ontario, Canada, M5S 3G8 Cite this: Langmuir 2004, 20, 2, 524–527Publication Date (Web):December 3, 2003Publication History Received14 August 2003Revised29 October 2003Published online3 December 2003Published inissue 1 January 2004https://pubs.acs.org/doi/10.1021/la0354943https://doi.org/10.1021/la0354943brief-reportACS PublicationsCopyright © 2004 American Chemical SocietyRequest reuse permissionsArticle Views363Altmetric-Citations6LEARN ABOUT THESE METRICSArticle Views are the COUNTER-compliant sum of full text article downloads since November 2008 (both PDF and HTML) across all institutions and individuals. These metrics are regularly updated to reflect usage leading up to the last few days.Citations are the number of other articles citing this article, calculated by Crossref and updated daily. Find more information about Crossref citation counts.The Altmetric Attention Score is a quantitative measure of the attention that a research article has received online. Clicking on the donut icon will load a page at altmetric.com with additional details about the score and the social media presence for the given article. Find more information on the Altmetric Attention Score and how the score is calculated. Share Add toView InAdd Full Text with ReferenceAdd Description ExportRISCitationCitation and abstractCitation and referencesMore Options Share onFacebookTwitterWechatLinked InRedditEmail Other access optionsGet e-Alertsclose SUBJECTS:Amorphous materials,Copolymers,Group 14 compounds,Layers,Monolayers Get e-Alerts
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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 | 0.000 | 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 | 0.000 | 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 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".