{"id":"W2052044471","doi":"10.1190/1.3036958","title":"Seismic reservoir characterization of Indonesia's Southwest Betara Field","year":2008,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Geological and Geophysical Studies","field":"Earth and Planetary Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Geology; Reservoir modeling; Field (mathematics); Seismology; Characterization (materials science); Petroleum engineering; Materials science; Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007936278,0.00006547556,0.0001285601,0.0000156255,0.0001989886,0.000006024478,0.0001620761,0.00003419068,0.0001836157],"category_scores_gemma":[0.00003166838,0.00003572094,0.00004070647,0.0001450179,0.0001137516,0.00005485554,0.00001658045,0.0000963105,0.000848831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":7.178752e-7,"about_ca_system_score_gemma":0.000005925624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005782528,"about_ca_topic_score_gemma":0.00009077619,"domain_scores_codex":[0.9995046,0.00004023204,0.0001075541,0.00009808163,0.0001027168,0.0001467915],"domain_scores_gemma":[0.999625,0.0001746537,0.00004993113,0.0001028825,0.00002034868,0.00002718803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002736032,0.00001370205,0.9913281,0.000009675297,0.00001251108,0.000003547784,0.0008088978,0.0002812651,0.0004242868,0.00003545978,0.00022658,0.006828619],"study_design_scores_gemma":[0.0000612741,0.0000894252,0.9959255,0.000006500724,0.00000553036,0.000003765824,0.0000224308,0.0006476693,0.0007788747,0.0004155858,0.001989275,0.00005412207],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949003,0.00005723344,0.00007174052,0.001980054,0.0001225227,0.00006107162,0.00001044105,0.00002249232,0.002774107],"genre_scores_gemma":[0.9980302,0.00004601418,0.00001207578,0.000366844,0.0001384214,6.665278e-7,0.00002494362,0.000001024515,0.001379781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006774497,"threshold_uncertainty_score":0.9999291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02975955071238788,"score_gpt":0.2101372575402921,"score_spread":0.1803777068279043,"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."}}