MétaCan
Menu
Back to cohort
Record W2148768592 · doi:10.1002/pat.823

Effects of polymer architecture and composition on the interfacial properties of temperature‐responsive hydrophobically‐modified poly(<i>N</i>‐isopropylacrylamides)

2006· article· en· W2148768592 on OpenAlex

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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenuePolymers for Advanced Technologies · 2006
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicHydrogels: synthesis, properties, applications
Canadian institutionsUniversité de Montréal
FundersNatural Sciences and Engineering Research Council of CanadaAmerican Chemical Society Petroleum Research FundUniversité de Montréal
KeywordsMonolayerPolymerMaterials scienceAlkylPolymer chemistryHysteresisChemical engineeringSurface pressureAtmospheric temperature rangeOrganic chemistryComposite materialChemistryThermodynamicsNanotechnology

Abstract

fetched live from OpenAlex

Abstract The relationship between polymer structure and activity at the air/water interface was investigated as a function of temperature for various hydrophobically‐modified poly( N ‐isopropylacrylamides) (HM‐PNIPAM). To examine the importance of several structural parameters, an unmodified PNIPAM was used as a reference polymer and two sets of HM‐PNIPAM were used (i) bearing an n‐alkyl chain at one or both terminal positions of the polymer backbone, and (ii) carrying n‐alkyl or n‐perfluoroalkyl chains randomly along the polymer backbone. The interfacial properties of HM‐PNIPAM, including the formation and the compression/expansion reversibility of the monolayers, at different subphase temperatures were studied by using the Langmuir film balance technique. The stability and dynamic nature of the HM‐PNIPAM monolayers were further studied by the time‐dependent surface pressure measurements. Within the studied temperature range (12–28°C), all polymers formed monolayers on the water surface, with the surface activity of polymers enhanced with increasing subphase temperature. Decreasing the monolayer compression/expansion rate enhanced the hysteresis between the compression and expansion isotherms. All results suggested a compression‐promoted temperature‐ and rate‐dependent conformational rearrangement of the polymer on the water surface. Increasing the level of hydrophobic modifications progressively improved the monolayer compressibility and stability, and reduced the hysteresis. Samples of HM‐PNIPAM bearing fluorocarbon chains formed more stable and compressible monolayers, comparing to their hydrocarbon analogs, and showed a less pronounced hysteresis. Copyright © 2006 John Wiley &amp; Sons, Ltd.

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 score0.016
Threshold uncertainty score0.663

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 studies0.0000.001
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 head0.210
Teacher spread0.204 · 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