{"id":"W2105140348","doi":"10.1190/1.3353730","title":"Beyond the dots in the box: Microseismicity-constrained fracture models for reservoir simulation","year":2010,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Microseism; Geology; Inversion (geology); Seismology; Hydraulic fracturing; Shale gas; Fracture (geology); Shear (geology); Slip (aerodynamics); Petrology; Oil shale; Petroleum engineering; Geotechnical engineering; Tectonics; Engineering; Paleontology","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":[0.001414531,0.0001075174,0.00009919806,0.00004803731,0.0004439102,0.0001217351,0.0006267097,0.00008044737,0.00006938434],"category_scores_gemma":[0.0001098813,0.00004811583,0.00006131025,0.0001571508,0.0001984205,0.0001969463,0.00001114547,0.0004924498,0.00004300366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003321746,"about_ca_system_score_gemma":0.00002810414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009885823,"about_ca_topic_score_gemma":0.0002119598,"domain_scores_codex":[0.9991915,0.0001089616,0.0001492295,0.0001575769,0.0001473118,0.0002454221],"domain_scores_gemma":[0.9983779,0.001160388,0.0000670946,0.0003402034,0.00003167225,0.00002279043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002654351,0.00007045705,0.01149702,0.00005829883,0.00004479257,0.000007918745,0.02980147,0.3617588,0.003458137,0.004572583,0.4475513,0.1409138],"study_design_scores_gemma":[0.0002101514,0.00003525267,0.002189877,0.00001283636,0.00001306028,0.00001068997,0.0005273889,0.7762935,0.001637791,0.07075365,0.1481919,0.0001239031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8797627,0.0003047319,0.02234164,0.07192795,0.001022513,0.001282347,0.0000887654,0.0001900053,0.02307932],"genre_scores_gemma":[0.980707,0.000006717292,0.0006797809,0.01778401,0.0002387213,0.000004537118,0.00003623592,0.000004325594,0.0005386413],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4145347,"threshold_uncertainty_score":0.3414243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02497916086255168,"score_gpt":0.2671236321036133,"score_spread":0.2421444712410616,"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."}}