MétaCan
Menu
Back to cohort
Record W2015995320 · doi:10.1002/pssb.200945123

NEXAFS studies of copper phthaloyanine on Ge(001)‐2 × 1 and Ge(111)‐c(2 × 8) surfaces

2009· article· en· W2015995320 on OpenAlex
B. N. Holland, N. Peltekis, Terry Farrelly, Regan G. Wilks, G. Gavrila, Dietrich R. T. Zahn, Cormac McGuinness, I.T. McGovern

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

Venuephysica status solidi (b) · 2009
Typearticle
Languageen
FieldPhysics and Astronomy
TopicSurface and Thin Film Phenomena
Canadian institutionsUniversity of Saskatchewan
FundersScience Foundation Ireland
KeywordsMonolayerXANESCrystallographySubstrate (aquarium)Highly oriented pyrolytic graphitePyrolytic carbonCopperMaterials scienceMoleculeAdsorptionSpectral lineChemistryScanning tunneling microscopePhysical chemistryNanotechnologyPhysicsOrganic chemistry

Abstract

fetched live from OpenAlex

Abstract A comparative investigation of the molecular orientation of copper phthalocyanine on the surfaces of Ge(001)‐2 × 1 and Ge(111)‐c(2 × 8) is presented. As a first step, intrinsic NEXAFS spectra are established through a combination of the computational technique of DFT and an experiment of a well ordered monolayer film on the weakly interacting highly oriented pyrolytic graphite substrate. This reveals σ * intensity in the usual π* region, which is excluded in subsequent analysis of the orientation of molecules. At monolayer coverage the molecules lie close to parallel to the substrate, whereas in a thin film they tend towards perpendicular to the substrate. On the more weakly interacting Ge(111) surface the orientation is more extremal for both monolayer and thin film, indicating possible contributions from both disorder and an adsorption‐related extrinsic effect on Ge(001). (© 2009 WILEY‐VCH Verlag GmbH & Co. KGaA, Weinheim)

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 categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.122
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.029
GPT teacher head0.296
Teacher spread0.267 · 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