{"id":"W2967243551","doi":"10.1190/segam2019-3212559.1","title":"Estimating indicators of oil-bearing fractured reservoirs from frequency components of azimuthal seismic data","year":2019,"lang":"en","type":"article","venue":"","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Azimuth; Bearing (navigation); Geology; Petroleum engineering; Seismology; Computer science","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":[0.0005444164,0.0005197676,0.0003062186,0.001244843,0.000102495,0.0005437114,0.0003650686,0.0003745136,0.0005464411],"category_scores_gemma":[0.002787314,0.000246531,0.0002336392,0.0008303132,0.0002082239,0.0008185933,0.0005367768,0.0005193492,0.000304557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002477881,"about_ca_system_score_gemma":0.0004035575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001911957,"about_ca_topic_score_gemma":0.003379391,"domain_scores_codex":[0.9998643,0.00002700961,0.000007814911,0.00003332056,0.00004542772,0.00002206323],"domain_scores_gemma":[0.9994879,0.0002012569,0.0001171665,0.0000397596,0.0001053863,0.0000486817],"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":[0.0006362572,0.0001970225,0.1346921,0.000336404,0.0001076562,0.0003584519,0.0003486136,0.3828649,0.2290093,0.004017618,0.001058904,0.2463727],"study_design_scores_gemma":[0.00001559215,0.00006782053,0.04937064,0.00001827258,0.00002511761,0.00009280935,0.000108138,0.9269615,0.02136406,0.001362702,0.0005734545,0.00003983402],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7345859,0.00009965683,0.2628159,0.00009778149,0.0000136898,0.00004864028,0.0006826004,0.0004504194,0.001205419],"genre_scores_gemma":[0.9088076,0.0001509514,0.08970678,0.00001202223,0.00001172856,0.00002223054,0.0007691955,0.00006541339,0.0004539957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001911957,"threshold_uncertainty_score":0.003801644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02627312771925564,"score_gpt":0.2463541098962811,"score_spread":0.2200809821770255,"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."}}