Submitted:
24 March 2026
Posted:
25 March 2026
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Abstract
Keywords:
1. Introduction
2. Geological Settings
3. Material and Methods
3.1. Organic Petrography and Statistical Analysis
3.2. Palynofacies and Biostratigraphic Analyses
3.3. Supervised Machine Learning and Maceral Quantification
3.4. Total Organic Carbon (TOC)
4. Results
4.1. Cores Lithological Variations
4.2. Organic Density
4.3. Organic Microfacies
5. Discussion
5.1. Paleoenvironmental Analysis of Organic Microfacies
5.1.1. Organic Microfacies A
5.1.2. Organic Microfacies B
5.1.3. Organic Microfacies C
5.2. Evolution of Organic Facies Through the Devonian and Their Significance
6. Conclusions
Author Contributions
Funding
Acknowledgments
References
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| Stratified cross-validation (10 folds) | 19-A sample | 18-B sample | 14-A sample |
|---|---|---|---|
| Correctly Classified Instances | 140699 (99.9%) | 97117(99.5%) | 173181 (100%) |
| Incorrectly Classified Instances | 4 (0.0028%) | 527 (0.54%) | 15(0.01%) |
| Kappa statistic | 0.9985 | 0.99 | 0.9997 |
| Mean absolute error | 0.0003 | 0.02 | 0.003 |
| Root mean squared error | 0.0064 | 0.07 | 0.02 |
| Relative absolute error | 2.6172% | 4.98% | 1.7864% |
| Root relative squared error | 7.9321% | 15.1% | 6.05% |
| Total Number of Instances | 140703 | 97644 | 173196 |
| Organic microfacies | Depth (ft) | Total organic density | Liptinite | Vitrinite | Inertinite | Acritarchs | Chitinozoans | Scolecodonts | Prasinophyte | AOM | Spores | Translucent Phytoclasts | Non-translucent Phytoclasts | Lamination | Organic microfacies |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14-A | 7707 | 10.0 | 6.0 | 3.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 18.8 | 43.8 | 36.4 | 1.0 | 1 | B |
| 15-A | 7942 | 6.0 | 4.4 | 0.9 | 0.7 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | C |
| 15-B | 7948 | 0.1 | 0.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1 | C |
| 16-A | 8203 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | C |
| 17-A | 8525 | 2.0 | 1.5 | 0.5 | 0.0 | 0.7 | 0.0 | 0.0 | 0.4 | 27.5 | 59.6 | 11.9 | 0.0 | 1 | A |
| 18-B | 8948 | 1.1 | 0.8 | 0.3 | 0.0 | 7.6 | 9.6 | 0.1 | 0.0 | 17.5 | 53.7 | 11.6 | 0.0 | 0 | A |
| 18-A | 8968 | 1.3 | 1.2 | 0.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0 | C |
| 19-A | 9125 | 7.9 | 7.9 | 0.0 | 0.0 | 0.0 | 1.2 | 0.5 | 0.2 | 29.4 | 52.2 | 16.6 | 0.0 | 0 | A |
| 20-C | 9371 | 9.0 | 3.4 | 5.6 | 0.0 | 0.4 | 0.5 | 0.2 | 0.4 | 11.4 | 54.7 | 28.8 | 3.8 | 1 | B |
| 20-A/B | 9374 | 11.1 | 0.0 | 11.1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 10.6 | 25.8 | 56.4 | 7.2 | 1 | B |
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