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Record W4415950154 · doi:10.1002/jsde.70006

Effect of Subphase Ions on Multilayer Deposition of an Anionic Gemini Surfactant on Solid Substrates

2025· article· en· W4415950154 on OpenAlexafffund
Alfred Yeboah, Thuat Nguyen-Tran, B. Díaz, Matthew F. Paige

Bibliographic record

VenueJournal of Surfactants and Detergents · 2025
Typearticle
Languageen
FieldChemistry
TopicSurfactants and Colloidal Systems
Canadian institutionsCanadian Light Source (Canada)University of Saskatchewan
FundersGovernment of SaskatchewanNatural Sciences and Engineering Research Council of CanadaCanadian Institutes of Health ResearchNational Research Council CanadaCanada Foundation for InnovationUniversity of SaskatchewanCanadian Light Source
KeywordsMonolayerDeposition (geology)Pulmonary surfactantBrewster's angleMonomerContext (archaeology)Thin film

Abstract

fetched live from OpenAlex

ABSTRACT A recently reported anionic Gemini surfactant belonging to the “minimal linker” family has been shown to form closely packed crystalline monolayers at the air–water interface, like a simple fatty acid, but its ability to deposit onto solid substrates as multilayer films remains entirely unexplored. In this study, we have investigated multilayer deposition of this new surfactant, dubbed C 18 ‐0‐C 18 , onto solid substrates and explored the impact of various subphase cations, including Na + (aq) , Mg 2+ (aq) , and Zn 2+ (aq) on multilayer film formation. Multilayer deposition was assessed using a combination of approaches, including evaluation of surface pressure‐area isotherms, surface pressure kinetic stability, transfer ratio (TR) measurements, X‐ray Reflectivity (XRR), and Atomic Force Microscopy (AFM). Measurements of deposited films were further supported by measuring film structures directly at the air‐water interface using Brewster Angle Microscopy (BAM). TR, XRR, and AFM results indicated poor multilayer deposition from both a pure water and Mg 2+ enriched subphase, but effective multilayer formation from Zn 2+ and Na + subphases. The mechanism of multilayer deposition (or lack thereof) is discussed in the context of ion‐head group interactions and compared with results of film deposition from corresponding monomeric fatty acids described in the literature.

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 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 score0.045
Threshold uncertainty score0.875

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.010
GPT teacher head0.295
Teacher spread0.285 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations0
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueJournal of Surfactants and DetergentsSame topicSurfactants and Colloidal SystemsFrench-language works237,207