Seismic stratigraphy and small 3D seismic surveys
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.
Bibliographic record
Abstract
The establishment of seismic stratigraphic principles in the 1970s ushered in a new era of seismic interpretation possibilities. Seismic stratigraphy spawned sequence stratigraphy (potentially applicable to seismic, log, and outcrop data), and the associated methods for defining basin evolution, reconstructing depositional histories, and making qualitative predictions of lithology. Seismic interpreters began to focus on recognizing and defining characteristic reflection terminations, seismic facies and otherwise analyzing seismic character to define sequences, systems tracts and potential drilling targets. The development of seismic geomorphology, a branch of seismic stratigraphy that focuses on plan-view images of stratigraphic features derived from 3D seismic volumes, has further enhanced interpreters' abilities to reconstruct depositional environments and predict the lithology of the strata being imaged.
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 imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it