{"id":"W2087031184","doi":"10.1190/1.2715053","title":"Practical aspects of AVO modeling","year":2007,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"ARC Resources (Canada)","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008810097,0.00005054848,0.00007602784,0.00004698845,0.00008455798,0.00001303142,0.000128598,0.00002936603,0.0001724122],"category_scores_gemma":[0.000097279,0.00003235474,0.00003051206,0.0001092122,0.00006692174,0.00009517692,0.000007161697,0.0001423357,0.0002270902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002899453,"about_ca_system_score_gemma":0.00002166224,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006835084,"about_ca_topic_score_gemma":0.00002393444,"domain_scores_codex":[0.9994718,0.00002706466,0.0001169648,0.00008503575,0.0001306017,0.0001685732],"domain_scores_gemma":[0.9995544,0.0002137568,0.00003975151,0.0001339341,0.00002230955,0.00003584243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003534096,0.000133092,0.06534117,0.0001323004,0.0001176576,0.000133041,0.006761219,0.01031093,0.00485419,0.03425699,0.2630165,0.6145895],"study_design_scores_gemma":[0.0002133214,0.0001427777,0.002607983,0.0000769374,0.00003341781,0.0001040475,0.0008663049,0.8792075,0.05806639,0.02027701,0.03814902,0.000255269],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4744042,0.0002866739,0.1089985,0.004118611,0.0005974015,0.0001278561,0.000004045723,0.0002189517,0.4112437],"genre_scores_gemma":[0.9961691,0.0000133602,0.002544025,0.0008726888,0.00009851723,6.09482e-8,0.000002751969,0.000001921443,0.0002976009],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8688966,"threshold_uncertainty_score":0.291886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05283014330014057,"score_gpt":0.2941961853533365,"score_spread":0.241366042053196,"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."}}