{"id":"W2081599647","doi":"10.2118/143649-ms","title":"A Novel Stimulation Approach for Scale Control in Marrat Carbonate Reservoir - Case Studies from Joint Operations, PZ Kuwait","year":2011,"lang":"en","type":"article","venue":"SPE European Formation Damage Conference","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Workover; Petroleum engineering; Scaling; Completion (oil and gas wells); Carbonate; Injection well; Oil well; Environmental science; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003964703,0.0001742575,0.0002014677,0.0001631269,0.00009998947,0.00007184759,0.0001292969,0.00004052692,0.00003343281],"category_scores_gemma":[0.00007759875,0.0001685565,0.00003963022,0.0001329145,0.00004670124,0.0007932039,0.0000427238,0.0001505021,0.00001877633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006536917,"about_ca_system_score_gemma":0.00001147168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001048333,"about_ca_topic_score_gemma":0.0001764872,"domain_scores_codex":[0.9989703,0.00008876788,0.000451369,0.0002100366,0.0001027516,0.0001768343],"domain_scores_gemma":[0.9993699,0.00001962585,0.00005827102,0.0002779506,0.000232356,0.00004185078],"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":[0.0007354228,0.001210992,0.002861334,0.00244397,0.0006552065,0.0004127629,0.1587974,0.5489792,0.1600769,0.007221712,0.01619231,0.1004127],"study_design_scores_gemma":[0.001599673,0.00008999895,0.002289318,0.00008239205,0.00003542992,0.00005746591,0.00292126,0.9740924,0.01712484,0.000987305,0.0003287425,0.0003911828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4992121,0.0001805425,0.481458,0.0001293328,0.0002715407,0.00104561,0.0001978931,0.0006283463,0.01687662],"genre_scores_gemma":[0.9528467,0.0000641666,0.0466081,0.00004566739,0.00006691412,0.00007008634,0.0001451216,0.00002991204,0.0001233177],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4536346,"threshold_uncertainty_score":0.6873536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08879910474276631,"score_gpt":0.254381284685155,"score_spread":0.1655821799423887,"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."}}