{"id":"W3005394844","doi":"10.1306/12031918208","title":"Application of seismic curvature attributes in the delineation of coal texture and deformation in Zhengzhuang field, southern Qinshui Basin","year":2020,"lang":"en","type":"article","venue":"AAPG Bulletin","topic":"Coal Properties and Utilization","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Geology; Curvature; Structural basin; Deformation (meteorology); Texture (cosmology); Seismology; Paleontology; Geometry; Image (mathematics); Artificial intelligence","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":[0.0001258392,0.0000598953,0.00009385996,0.00003086802,0.00001123199,0.000006382616,0.00006173983,0.0000595278,0.00001312591],"category_scores_gemma":[0.00005066639,0.00004572246,0.00001500966,0.0001361893,0.000009776611,0.00003145678,0.00001300558,0.0001083551,0.000004332962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009441013,"about_ca_system_score_gemma":0.00000384018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002690449,"about_ca_topic_score_gemma":0.00008376598,"domain_scores_codex":[0.9995602,0.00002805453,0.0002099426,0.00006423267,0.00007555305,0.00006202595],"domain_scores_gemma":[0.9998093,0.00004668822,0.00004039546,0.0000673199,0.0000257164,0.00001060515],"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":[0.0002935355,0.0001169744,0.1537362,0.001708017,0.0000355414,0.000002041243,0.03760895,0.5866848,0.01441265,0.000825647,0.008592009,0.1959837],"study_design_scores_gemma":[0.0004828138,0.00005402408,0.02181248,0.00006702678,0.000011102,0.000001514176,0.001994088,0.9502917,0.003512804,0.00007380226,0.02159175,0.000106917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8985394,0.0009315724,0.09430101,0.005674831,0.00002050268,0.000329076,0.00001827157,0.00002812796,0.0001572577],"genre_scores_gemma":[0.9994336,0.00006206766,0.00009390761,0.0003195853,0.00002635703,0.00001042965,0.00004391078,0.000006377726,0.000003770552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3636069,"threshold_uncertainty_score":0.1864508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009237601827099087,"score_gpt":0.1853109670560584,"score_spread":0.1760733652289593,"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."}}