{"id":"W4408430898","doi":"10.5194/egusphere-egu25-14065","title":"Development of a Robust Geological Model to Explain Creosote Flow and Transport in a Sole-Source Carbonate Aquifer&amp;#160;","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Aquifer; Carbonate; Flow (mathematics); Geology; Environmental science; Petroleum engineering; Groundwater; Hydrology (agriculture); Geotechnical engineering; Chemistry; Mechanics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002720654,0.0005290759,0.0005723952,0.0007556443,0.0004301345,0.001013794,0.001310539,0.00156603,0.001336788],"category_scores_gemma":[0.0009734501,0.0005588159,0.0008345792,0.0005299799,0.0005488351,0.0006632095,0.0005682736,0.0007283203,0.0002931058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001352153,"about_ca_system_score_gemma":0.001985931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05887271,"about_ca_topic_score_gemma":0.03306488,"domain_scores_codex":[0.999925,0.00001360908,0.000005391759,0.00002753801,0.00001231462,0.00001615545],"domain_scores_gemma":[0.9997787,0.0000923722,0.00004448811,0.00001909971,0.00004280967,0.00002255778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004603709,0.00001134527,0.001366616,0.000004704571,0.000007446138,0.00003067321,0.000008900655,0.9963005,0.0004006715,0.0005374847,0.00008471237,0.001242345],"study_design_scores_gemma":[0.000002254279,0.000002073929,0.0002190105,8.6117e-7,0.000001928126,0.000003905121,0.000003786739,0.9994562,0.00004628916,0.0001939535,0.00006785002,0.000001900982],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6655859,0.0003300324,0.3178725,0.001330564,0.0000690021,0.0001723417,0.002916258,0.002012182,0.009711249],"genre_scores_gemma":[0.964242,0.0001723471,0.03150342,0.00008233184,0.00002319709,0.0001520888,0.0008827852,0.0001154121,0.002826431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05887271,"threshold_uncertainty_score":0.1170601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02775236913769979,"score_gpt":0.235051641280018,"score_spread":0.2072992721423182,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}