MétaCan
Menu
Back to cohort
Record W4409497696 · doi:10.1021/acsanm.5c00783

Enrichment of 1.0 Nanometer Diameter Single-Chirality Single-Walled Carbon Nanotubes Dictated by Conjugated Polymer Characteristics: Implications for High-Performance Thin-Film Transistors

2025· article· en· W4409497696 on OpenAlexafffund
Jianying Ouyang, Homin Shin, Paul Finnie, Jianfu Ding, Zhao Li, Brendan Mirka, Patrick R. L. Malenfant

Bibliographic record

VenueACS Applied Nano Materials · 2025
Typearticle
Languageen
FieldMaterials Science
TopicCarbon Nanotubes in Composites
Canadian institutionsNational Research Council Canada
FundersNational Research Council Canada
KeywordsCarbon nanotubeChirality (physics)Materials scienceConjugated systemNanometreNanotechnologyPolymerTransistorThin-film transistorOptoelectronicsComposite materialPhysicsElectrical engineeringEngineering

Abstract

fetched live from OpenAlex

High Resolution Image Download MS PowerPoint Slide In conjugated polymer extraction (CPE), the polymer characteristics impact the chiral selectivity and yield in the enrichment of single-chirality, single-walled carbon nanotubes (SWCNTs). Polyfluorene is one of the most efficient conjugated polymers to enrich semiconducting or single-chirality SWCNTs. We found that copolymers of fluorene and pyridine (PF12-Py2,5) or oxadiazole (P(F 4 -alt-Ox)) exhibited a prevailing selectivity toward (8,7) (diameter 1.032 nm). The chiral purity of (8,7) was improved by storage and ultracentrifugation. In addition, p -xylene is better than toluene to achieve a higher selectivity; as a result, 66% (8,7) purity was reached in p -xylene. Furthermore, the length of the alkyl side chain in PF-Py2,5 also influences the selectivity, with the medium length ( n -dodecylfluorene, PF12-Py2,5) showing higher (8,7) selectivity than a shorter length ( n -octylfluorene, PF8-Py2,5) and a longer length ( n -tetradecylfluorene, PF14-Py2,5). Besides, copolymers of fluorene and benzothiadiazole (PFO-BT) and anthracene (PFO=A) enriched (10,5) (diameter 1.050 nm) in p -xylene and (9,5) (diameter 0.976 nm) in toluene with their chiral purity up to 94.5% and 86%, respectively. The chiral purity was calculated based on the area percentage of the optical absorption S 11 peak and also evaluated by photoluminescence excitation (PLE) mapping and Raman scattering spectroscopy. All three (n,m) achieved the highest purity within the CPE methodology. The quality of enriched (8,7) was examined by the performance of thin-film transistors (TFT), which exhibited hole and electron mobilities of 2.6 ± 0.7 and 1.5 ± 0.6 cm 2 /(V s), respectively, and high on/off ratios of ∼10 4 . 1.0 nm diameter was suggested to reach balanced drive current and leakage in high-performance TFTs. Density functional theory calculation shows that polyfluorene exhibits increasing wrapping stability as the tube diameter increases, and the geometric model of polymer wrapping suggests that P(F 4 -alt-Ox) has better coverage of nanotube surface toward (8,7).

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.

How this classification was reachedexpand

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
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 score0.004
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.013
GPT teacher head0.229
Teacher spread0.217 · 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

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designBench or experimental
Domainnot available
GenreEmpirical

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".

Quick stats

Citations3
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueACS Applied Nano MaterialsSame topicCarbon Nanotubes in CompositesFrench-language works237,207