{"id":"W2231033713","doi":"10.2118/174470-ms","title":"Non-Linearity and Stress-Dependency In Unconsolidated Formations and the Associated Impacts on Thermal Recovery: An Analytical Assessment","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Compressibility; Geotechnical engineering; Consolidation (business); Geology; Elasticity (physics); Modulus; Mechanics; Young's modulus; Stress (linguistics); Pore water pressure; Materials science; Composite material","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":[0.0005395633,0.0001699633,0.0003146589,0.00007388426,0.00008059743,0.0001034216,0.0001844198,0.0001357235,0.00002080791],"category_scores_gemma":[0.0002769358,0.0001186342,0.00002795471,0.0002303569,0.0001183545,0.0001464525,0.00005494507,0.0005862979,8.681072e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003261906,"about_ca_system_score_gemma":0.0005837415,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1481393,"about_ca_topic_score_gemma":0.7077837,"domain_scores_codex":[0.9987686,0.00009761628,0.000296336,0.0001951326,0.0003395959,0.0003027424],"domain_scores_gemma":[0.9991153,0.0001710762,0.00004214725,0.000276503,0.00008295888,0.0003120056],"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":[0.001093109,0.0009817008,0.0650036,0.0005483402,0.001193914,0.0005390398,0.00148108,0.8546683,0.0009697968,0.006932679,0.01136368,0.05522472],"study_design_scores_gemma":[0.00168022,0.0001461442,0.07460617,0.0001465345,0.00007047231,0.000009017233,0.0002745943,0.9214569,0.0003085536,0.0006499363,0.0002919052,0.0003595056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9865282,0.00007670841,0.0004406532,0.002150911,0.00007938888,0.0001166222,0.00009438096,0.00009751184,0.01041569],"genre_scores_gemma":[0.9995198,0.0001071225,0.0001028053,0.0001301568,0.00001946649,0.00001231163,0.00004538006,0.00001186801,0.00005107392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5596443,"threshold_uncertainty_score":0.8575333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02232670687982036,"score_gpt":0.2700139247174179,"score_spread":0.2476872178375975,"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."}}