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 orientations of the principal horizontal in situ stresses, OHmin and OHmax, were analyzedi n the Mallik area by investigating the local structural geology, regional borehole breakouts, drilling- induced fractures, borehole ellipticity, and shear-wave-velocity anisotropy. Vertical-stress magnitudes in the Mallik area were evaluated by analyzing historical and recently acquired core and log bulk-density data. Minimum magnitudes of horizontal in situ stress (OHmin) were estimated using data from deeper industry leak-off tests on wells within 70 km of the JAPEX/JNOC/GSC et al.Mallik 5L-38 gas hydrate production researchwell and a profile of microfracture stress tests conducted in the Mallik 5L-38 well with Schlumberger's Modular Dynamics Tester (MDT)TM. The microfracture tests do not show classic hydraulic-fracture-breakdown pressures, and there are several indications of the influence of natural fractures on the induced-fracture- propagation and closure pressures. The data suggest the existence of nearly isotropic, low-magnitude, horizontal in situ stresses in the gas-hydrate-bearing intervals in the Mallik 5L-38 well.
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 | 0.000 | 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 | 0.001 |
| 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