{"id":"W4231201175","doi":"10.2523/73779-ms","title":"Predicting Brine Mixing Deep Within the Reservoir, and the Impact on Scale Control in Marginal and Deepwater Developments","year":2002,"lang":"en","type":"article","venue":"Proceedings of International Symposium and Exhibition on Formation Damage Control","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalcor Energy (Canada)","funders":"Heriot-Watt University","keywords":"Brine; Petroleum engineering; Geology; Scale (ratio); Mixing (physics); Environmental science; Geography","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":[0.0008962715,0.0001576212,0.0001845117,0.0001420389,0.0002046148,0.0002916294,0.0001127049,0.00005712534,0.00007739035],"category_scores_gemma":[0.0001118195,0.00009436247,0.00003694334,0.00009804719,0.0001807926,0.0008589791,0.00004580872,0.0001342964,0.000004564421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007279371,"about_ca_system_score_gemma":0.000004593979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004196125,"about_ca_topic_score_gemma":0.00001719931,"domain_scores_codex":[0.998765,0.0000405042,0.0004682587,0.0002034778,0.0003682211,0.0001545351],"domain_scores_gemma":[0.9991839,0.0001386786,0.0003113516,0.00004919918,0.0002604146,0.00005646468],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.007431077,0.0004002168,0.06459226,0.0002888928,0.0001072738,0.000004192839,0.0220186,0.005144239,0.8581647,0.0398108,0.0007702191,0.001267496],"study_design_scores_gemma":[0.02180836,0.0004111474,0.05303293,0.0006367468,0.00004796495,0.000126482,0.00178823,0.8730991,0.04681058,0.00165597,0.0002041222,0.0003782929],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915263,0.00005279369,0.0003457107,0.003767988,0.0000808093,0.0004705602,0.0000322534,0.00002569416,0.003697908],"genre_scores_gemma":[0.9988658,0.0001063749,0.00004855885,0.0007751659,0.00006454428,0.00006058362,0.00001458722,0.000009817003,0.00005459011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8679549,"threshold_uncertainty_score":0.384799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007580178767896086,"score_gpt":0.2169816925108891,"score_spread":0.209401513742993,"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."}}