{"id":"W4398214533","doi":"10.5194/egusphere-2024-1326","title":"Consistency-Checking 3D Geological Models","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"Natural Resources Canada","keywords":"Consistency (knowledge bases); Computer science; Consistency model; Geology; Data consistency; Database; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01324576,0.0009793446,0.001101726,0.002605018,0.001543842,0.003967846,0.005007604,0.002983283,0.004960734],"category_scores_gemma":[0.05885319,0.001432988,0.003896977,0.001445348,0.005753961,0.006251708,0.00709659,0.002950082,0.0007523134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002189366,"about_ca_system_score_gemma":0.003868228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007921421,"about_ca_topic_score_gemma":0.00885145,"domain_scores_codex":[0.9822366,0.006467135,0.001124703,0.001824347,0.007475401,0.0008719083],"domain_scores_gemma":[0.9467173,0.03479796,0.003462282,0.009174961,0.005121134,0.0007264601],"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":[0.0003742795,0.0002532455,0.01167377,0.000593546,0.0002885163,0.001363801,0.001081142,0.5829334,0.01065809,0.3356799,0.003973889,0.05112648],"study_design_scores_gemma":[0.0000927992,0.00009402464,0.0006804587,0.0001227717,0.00006355809,0.0002657891,0.0002154058,0.8516962,0.0123445,0.1272026,0.007167446,0.00005436708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03538607,0.0000889073,0.9576508,0.0004933074,0.00004860418,0.000199881,0.0004924967,0.002941823,0.002698104],"genre_scores_gemma":[0.4118927,0.000104338,0.5845816,0.0002265864,0.00002669715,0.0002387918,0.001512968,0.0004977143,0.0009185486],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01324576,"threshold_uncertainty_score":0.07005113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06582130473769852,"score_gpt":0.2442082811946761,"score_spread":0.1783869764569776,"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."}}