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Record W7078092255 · doi:10.5281/zenodo.16968880

FIGURE 7 in High local variability in elevation of the Oldman-Dinosaur Park Formation contact revealed by digital outcrop reconstruction, and implications for dinosaur biostratigraphy of the Late Cretaceous (Campanian) Belly River Group of Alberta, Canada

2025· other· en· W7078092255 on OpenAlexaboutno aff

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typeother
Languageen
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsElevation (ballistics)CretaceousDigital elevation modelOutcropLidarBiostratigraphy

Abstract

fetched live from OpenAlex

FIGURE 7. Measurement of architectural unit contacts within and beyond BB190 Amphitheatre area. A, measurement of Oldman-Dinosaur Park Formation (OF-DPF) contact elevation solely within a wide coulee forming northern margin of Amphitheatre area; elevation extracted from digital elevation model (DEM) generated during this study and 95% confidence interval of trend curves. B, comparison of OF-DPF contact elevations between aforementioned coulee and all contacts measured along Dinosaur Provincial Park (DPP) eastern right bank during DGPS survey in the early 2000s; elevation for both groups extracted from DEM generated during aerial Lidar survey of DPP. Mean contact elevations with standard errors are as follows: 658.64 ± 0.18 m (BB190 area), 659.46 ± 0.84 m (DPP East right bank). Vertical dashed lines indicate extent of region studied in Figure 7A; horizontal dotted line indicates ~0.05˚ average structural dip of DPP exposures to the northwest. C, comparison of architectural unit lower contacts across BB190 Amphitheatre area. Elevation extracted from DEM generated during this study, with 95% confidence interval of trend curves; vertical dashed lines indicate extent of region studied in Figure 7A; error bars omitted to improve point visibility; standard error provided with mean elevation for each contact.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.208
Threshold uncertainty score0.418

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.007
GPT teacher head0.185
Teacher spread0.178 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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 routes1
Has abstractyes

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