{"id":"W2047939255","doi":"10.2118/121432-ms","title":"Forecasting the Effects of Reservoir Souring From Waterflooding a Formation Containing Siderite","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Siderite; Seawater; Produced water; Petroleum engineering; Sulfate; Environmental science; Submarine pipeline; Oil field; Geology; Petroleum reservoir; Hydrology (agriculture); Geochemistry; Chemistry; Oceanography; Pyrite; Geotechnical engineering","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":[0.0004125873,0.0006268229,0.0005223381,0.0003829123,0.000415345,0.0008410905,0.0008237601,0.001141745,0.0009451061],"category_scores_gemma":[0.001145803,0.0004314587,0.0005770799,0.0003371948,0.0004121222,0.0008300985,0.0004774792,0.0007055677,0.0001510321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001793829,"about_ca_system_score_gemma":0.001326776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04990396,"about_ca_topic_score_gemma":0.02950961,"domain_scores_codex":[0.9998794,0.00002661435,0.000006569232,0.00003418116,0.00002283147,0.00003033436],"domain_scores_gemma":[0.9992324,0.000416929,0.0001015617,0.0000414031,0.0001064534,0.0001012221],"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":[0.00007156207,0.00004746511,0.008595322,0.000009896934,0.00001293186,0.00006372648,0.00001434477,0.9886375,0.001150819,0.000120069,0.00007667545,0.001199772],"study_design_scores_gemma":[0.000006967883,0.00003086036,0.001042676,8.067125e-7,0.000003845925,0.000002682288,0.00001016497,0.9983971,0.0004393124,0.00003521417,0.00002755512,0.000002753194],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944606,0.00001839651,0.004038669,0.00005069977,0.00000547058,0.0000242166,0.0002820255,0.0001250678,0.0009948779],"genre_scores_gemma":[0.9983472,0.00001382629,0.001217826,0.000004659709,9.933296e-7,0.0000119414,0.0001548066,0.000006107212,0.0002426593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04990396,"threshold_uncertainty_score":0.09922695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007579310868247659,"score_gpt":0.2062442929930289,"score_spread":0.1986649821247813,"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."}}