Petrophysical and Geochemical Evaluation of Shales Using Magnetic Resonance T1-T2* Relaxation Correlation
Bibliographic record
Abstract
Description of this data\n******************* Please view the README.txt file for detailed documentation of data. ********************\n\nDate of Release: 2020/12/1\nIdentifier: doi: 10.17632/d6pp2vrrf5.1\nPermalink: http://dx.doi.org/10.17632/d6pp2vrrf5.1\n\nAssociated publication: Zamiri MS, MacMillan B, Marica F, Guo J, Romero-Zerón L, Balcom BJ. Petrophysical and Geochemical Evaluation of Shales Using Magnetic Resonance T1-T2* Relaxation Correlation. Fuel 2020.\nLink to publication: ....\n\nSuggested citation: Please reference the associated publication above when using any datasets or materials described in the README file.\n\nContact information:\n\tBruce J. Balcom, UNB MRI Research Centre, Physics Department, University of New Brunswick, Fredericton, NB E3B 5A3, Canada, bjb@unb.ca\n\n\tMohammad Sadegh Zamiri, UNB MRI Research Centre, Physics Department, University of New Brunswick, Fredericton, NB E3B 5A3, Canada, mzamiri@unb.ca\n\nThis directory contains the following datasets:\n\tE1_as_received:\t\t\tT1-T2 and T1-T2star measurement data of as-received shale sample E1.\n\tEG4_as_received:\t\tT1-T2 and T1-T2star measurement data of as-received shale sample EG4.\n\tEG4_crushed_native\t\tT1-T2 and T1-T2star measurement data of crushed EG4 shale sample with native fluid content.\n\tEG4_crushed_desorption\t\tT1-T2 and T1-T2star measurement data of crushed EG4 shale sample after water desorption.\n\tEG4_crushed_adsorption\t\tT1-T2 and T1-T2star measurement data of crushed EG4 shale sample after water adsorption.\n\tEG4_crushed_Evaporation_Day0\tT1-T2star measurement data of crushed EG4 shale sample with native fluid content used in evaporation experiment.\n\tEG4_crushed_Evaporation_Day1\tT1-T2star measurement data of crushed EG4 shale sample after placing in the oven at 60C for 1 day.\n\tEG4_crushed_Evaporation_Day5\tT1-T2star measurement data of crushed EG4 shale sample after placing in the oven at 60C for 5 day.\n\tEG4_crushed_Evaporation_Day11\tT1-T2star measurement data of crushed EG4 shale sample after placing in the oven at 60C for 11 day.\n\nFile formats are in *.mat files. Matlab (MathWorks) can be used to read the data.\n\nLicence: CC BY 4.0
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How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".