{"id":"W4237654385","doi":"10.2118/150627-pa","title":"A New Model for Reservoirs With a Discrete-Fracture System","year":2011,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Fracture (geology); Mechanics; Laplace transform; Geology; Fluid dynamics; Flow (mathematics); Permeability (electromagnetism); Geotechnical engineering; Mathematics; Physics; Mathematical analysis; 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":[0.000151599,0.0001840871,0.0004068476,0.002613409,0.00007409145,0.00002140934,0.0004994198,0.0002961045,0.00002412119],"category_scores_gemma":[0.000030784,0.0001356735,0.0001504569,0.0005591118,0.00004185871,0.0001263004,0.00001073566,0.0004928441,0.000004299631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002989095,"about_ca_system_score_gemma":0.0004155403,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.008400952,"about_ca_topic_score_gemma":0.1115297,"domain_scores_codex":[0.9988886,0.000008497675,0.0003591483,0.0001238059,0.0001620025,0.0004579303],"domain_scores_gemma":[0.9989363,0.00001546493,0.0001346431,0.0003191409,0.0001241727,0.0004702638],"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":[0.00007156973,0.000006448758,0.0003985358,0.00009785233,0.0004588247,0.0002240708,0.000329079,0.9806758,0.0000550109,0.0004210022,0.01657802,0.0006838122],"study_design_scores_gemma":[0.00204127,0.0006787016,0.000269812,0.0003982764,0.0004863219,0.001212484,0.001500918,0.8486117,0.002750946,0.001482174,0.1399514,0.0006160247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04428862,0.001482333,0.9377308,0.005478123,0.0002604389,0.0001733751,0.00003115118,0.0003087488,0.01024638],"genre_scores_gemma":[0.9806696,0.00003898222,0.01847036,0.00005041171,0.0001083558,0.000008205599,0.000001397456,0.00004798236,0.0006046824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.936381,"threshold_uncertainty_score":0.9982022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009533307342904236,"score_gpt":0.1870276827774502,"score_spread":0.177494375434546,"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."}}