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Record W2350780956

Preparation and Application Advance of Core-Shell Organic/Inorganic Composite Microspheres

2009· article· en· W2350780956 on OpenAlex
Tao Chen

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueCailiao daobao · 2009
Typearticle
Languageen
FieldChemistry
TopicPolydiacetylene-based materials and applications
Canadian institutionsScience North
Fundersnot available
KeywordsMicrosphereComposite numberMaterials scienceGlass microsphereCore (optical fiber)Shell (structure)NanotechnologyComposite materialChemical engineering
DOInot available

Abstract

fetched live from OpenAlex

Based on the composition of core and shell,core-shell organic/inorganic composite microspheres can be divided into two species. The composite microspheres possess macromolecular shell and inorganic core are titled as microspheres A,and those possess inorganic shell and macromolecular core are titled as micropheres B. The recent research progresses of microsphere B are reviewed in this paper.Several preparations approaches,such as in-situ chemical deposition,sol-gel method,electroless plating and self-assembly are presented in detail,and the advantage and disadvantage corresponding to each method are summarized. In addition,applications of these composite microspheres for light mass radar absorbing material,photonic crystals,biomedical carrier and cosmetic are introduced. Finally,the development trend and prospects of these composite microspheres are proposed.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.568

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.006
GPT teacher head0.252
Teacher spread0.246 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it