{"id":"W4251552468","doi":"10.2118/2003-200","title":"Prediction of Volumetric Sand Production Using a Coupled Geomechanics- Hydrodynamic Erosion Model","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Geological formations and processes","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"U.S. Department of Energy","keywords":"Geomechanics; Erosion; Geotechnical engineering; Geology; Petroleum engineering; Computer science; Geomorphology","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":[0.0002036127,0.0006169634,0.0006086174,0.0004200069,0.0004464243,0.000892676,0.000760427,0.001436362,0.001474497],"category_scores_gemma":[0.0003997737,0.0004497176,0.0007074775,0.0002731872,0.0005332515,0.0003891275,0.0004728229,0.0005137035,0.0001766894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000842058,"about_ca_system_score_gemma":0.001076948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02830522,"about_ca_topic_score_gemma":0.01191918,"domain_scores_codex":[0.9999268,0.00001390095,0.000004701246,0.00001783734,0.00001758334,0.00001920786],"domain_scores_gemma":[0.9998178,0.0000795112,0.00003164339,0.000009489994,0.00003919216,0.00002246698],"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":[0.00001012154,0.00001416929,0.0005641311,0.000006428549,0.000005257618,0.00003180144,0.000004266838,0.9979687,0.0005626131,0.0002016536,0.00002964022,0.0006012612],"study_design_scores_gemma":[0.000001854027,0.000004112389,0.00008610549,5.556743e-7,9.818683e-7,0.00000127671,8.895601e-7,0.9998,0.00006080626,0.00002544742,0.00001685009,0.000001058],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7444615,0.0002946195,0.2414024,0.0003109268,0.0000732024,0.0001519614,0.0004976933,0.0007834886,0.01202419],"genre_scores_gemma":[0.9929385,0.00005613676,0.005166592,0.00001311781,0.000005305393,0.0000584278,0.00008437042,0.00001540652,0.001662113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02830522,"threshold_uncertainty_score":0.05628097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03246883517583037,"score_gpt":0.2085761332023301,"score_spread":0.1761072980264998,"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."}}