{"id":"W2141055489","doi":"10.1190/1.2793082","title":"Time‐lapse simulator‐to‐seismic study — Forties field, North Sea","year":2007,"lang":"en","type":"article","venue":"","topic":"Reservoir Engineering and Simulation Methods","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Workflow; Petrophysics; Drilling; North sea; Geology; Computer science; Oceanography; Engineering; Geotechnical engineering; Database","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":[0.0003069592,0.0004267242,0.0003500127,0.0006410204,0.000595278,0.0003808845,0.0005408432,0.0006190328,0.002004695],"category_scores_gemma":[0.0006637046,0.0003529386,0.000396342,0.0007922775,0.0005446567,0.00041707,0.0003935555,0.0004240729,0.0002325615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009296648,"about_ca_system_score_gemma":0.001277105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1091257,"about_ca_topic_score_gemma":0.1743678,"domain_scores_codex":[0.9998733,0.00001920157,0.000007349544,0.0000341555,0.00003168752,0.00003420707],"domain_scores_gemma":[0.9996048,0.0001120117,0.00005216131,0.00005627583,0.00008070009,0.00009410524],"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":[0.004923677,0.00643427,0.3636096,0.0002376111,0.0003582568,0.01027686,0.002663483,0.4364716,0.1006007,0.003254128,0.008570608,0.06259906],"study_design_scores_gemma":[0.0007822278,0.00444121,0.6114106,0.00002926513,0.0001042165,0.001206105,0.002750417,0.3486751,0.02020551,0.001145578,0.00908023,0.0001694698],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980717,0.00001038261,0.0003819725,0.00003993514,0.000003930211,0.00001850384,0.0004474953,0.00004813043,0.0009779326],"genre_scores_gemma":[0.9953696,0.00004056013,0.001493206,0.00002195923,0.000006397539,0.0000317489,0.001347187,0.00001693895,0.001672312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1091257,"threshold_uncertainty_score":0.2169811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01343650593766667,"score_gpt":0.276097706036471,"score_spread":0.2626612000988043,"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."}}