{"id":"W1983046905","doi":"10.2118/131786-ms","title":"Integration of Microseismic and Other Post-Fracture Surveillance With Production Analysis: A Tight Gas Study","year":2010,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Tight gas; Hydraulic fracturing; Microseism; Petroleum engineering; Geology; Fracture (geology); Permeability (electromagnetism); Hydraulic conductivity; Geotechnical engineering; Soil science; Seismology","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":[0.0001614877,0.0001136652,0.0002098581,0.0001959371,0.00003231092,0.0000244406,0.00006452344,0.00005278582,0.00006131601],"category_scores_gemma":[0.00001865383,0.00007023277,0.00004499221,0.0004152296,0.00003101643,0.00006872463,0.000007463502,0.0001812958,0.00000208781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006891071,"about_ca_system_score_gemma":0.00000557026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006571771,"about_ca_topic_score_gemma":0.009566067,"domain_scores_codex":[0.9994478,0.00002138119,0.0001491831,0.0001706047,0.0001152633,0.0000957353],"domain_scores_gemma":[0.9995704,0.00001537904,0.00002750066,0.0002743915,0.00007740882,0.0000348939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00007268466,0.0002842834,0.2176836,0.00008261167,0.003209569,0.000004372402,0.003748953,0.4300576,0.3397356,0.000004184442,0.0004423975,0.00467413],"study_design_scores_gemma":[0.0006458019,0.0002946727,0.7122831,0.00002674018,0.001180469,0.00002234651,0.002017602,0.1096002,0.1683875,0.0000182672,0.004912767,0.0006105985],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937624,0.00006540435,0.005383369,0.0001761755,0.0000467436,0.0001285339,0.000002809524,0.00008623486,0.0003483401],"genre_scores_gemma":[0.9991567,0.000008093129,0.0004876658,0.00003150455,0.00004646675,0.000006955831,0.000007677585,0.00001406708,0.000240938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4945995,"threshold_uncertainty_score":0.5338089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003263756624646922,"score_gpt":0.20313626144999,"score_spread":0.1998725048253431,"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."}}