{ "model_name": "GlobalWellFM", "version": "1.0", "author": "Abdulrahman Al-Fakih", "affiliation": "KFUPM / Geoscience AI Lab", "description": "Physics-constrained lithofacies foundation model trained on Dutch NS (NLOG), Norwegian (FORCE-2020), and US (SEG-2016) wells", "training_countries": [ "Netherlands", "Norway", "USA" ], "total_training_samples": 50200, "test_f1_weighted": 0.9493934130942508, "feature_cols": [ "GR_N", "RHOB_N", "NPHI_N", "RT_LOG", "VCL", "PHI_D", "PHI_N", "PHI_AVG", "PHI_EFF", "NPHI_RHOB_DIFF", "GR_RT_RATIO", "SW" ], "lithofacies_classes": [ "Anhydrite", "Coal", "Limestone", "Sandstone", "Shale" ], "license": "CC BY 4.0", "training_data": "FORCE-2020 (Zenodo 4351748), SEG-2016 (GitHub seg/2016-ml-contest), NLOG Netherlands", "citation": "Al-Fakih, A. (2026). GlobalWellFM: Physics-Constrained Foundation Model for Global Well Log Lithofacies Classification. Computers & Geosciences." }