{"id":"W4408011686","doi":"10.1061/jleed9.eyeng-5667","title":"Three-Dimensional Geological Engineering Double Desert Evaluation of Low-Permeability Sandstone Reservoirs","year":2025,"lang":"en","type":"article","venue":"Journal of Energy Engineering","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Geology; Permeability (electromagnetism); Desert (philosophy); Geotechnical engineering; Geomorphology; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001131836,0.0002139444,0.0004714132,0.0005920365,0.00003236616,0.00002141193,0.0002600379,0.0001597803,0.00007917215],"category_scores_gemma":[0.0002429952,0.0001879666,0.0002523477,0.0007107791,0.0000257307,0.0002437396,0.00005096573,0.0003035831,0.000001216977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002245834,"about_ca_system_score_gemma":0.00009972036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002517945,"about_ca_topic_score_gemma":0.00004266017,"domain_scores_codex":[0.9980843,0.00002726187,0.000811456,0.0001440414,0.0006805262,0.0002523852],"domain_scores_gemma":[0.9988834,0.000120022,0.0001125441,0.0002607233,0.0005039815,0.0001192881],"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":[0.00003692516,0.00004301409,0.0005170891,0.00009068778,0.0002626256,0.000006122124,0.00002472341,0.9746292,0.02331087,0.0005737519,0.0001769824,0.0003280493],"study_design_scores_gemma":[0.001010062,0.00003021071,0.002478359,0.0001967871,0.0001313959,0.00001141696,0.0000122466,0.9690287,0.02630247,0.0001721166,0.000465817,0.0001604403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8899437,0.001941035,0.1067524,0.0001068737,0.0006334863,0.00006523246,0.000001504229,0.00008347567,0.0004723982],"genre_scores_gemma":[0.9977614,0.00006125295,0.001983496,0.0000108464,0.0001202355,0.00001129169,0.000005612244,0.00002358241,0.00002233573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1078177,"threshold_uncertainty_score":0.7665055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01732280691824271,"score_gpt":0.2451277970867421,"score_spread":0.2278049901684994,"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."}}