{"id":"W2079694603","doi":"10.2118/155255-ms","title":"Impact of Reservoir Reactions on Thermodynamic Scale Predictions","year":2012,"lang":"en","type":"article","venue":"","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalco (Canada)","funders":"Petrobras; CMG Reservoir Simulation Foundation","keywords":"Scaling; Supersaturation; Wellbore; Brine; Petroleum engineering; Scale (ratio); Work (physics); Precipitation; Reservoir simulation; Thermodynamics; Environmental science; Geology; Mathematics; Meteorology; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001310746,0.0004706754,0.0004959102,0.0002852733,0.0002760294,0.0009323769,0.0005258081,0.0005270816,0.00160456],"category_scores_gemma":[0.004971938,0.0003155939,0.0005473843,0.0002856799,0.0003699106,0.000805264,0.0004116042,0.000518058,0.0001922259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006814964,"about_ca_system_score_gemma":0.0006388412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01191662,"about_ca_topic_score_gemma":0.005279969,"domain_scores_codex":[0.9995174,0.0002038319,0.00002804658,0.00006909562,0.0001251416,0.00005656916],"domain_scores_gemma":[0.9961252,0.002960323,0.0001992084,0.0003278955,0.0003241066,0.00006327336],"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":[0.00007127345,0.00002402733,0.004697362,0.0000246381,0.00001336006,0.00003260278,0.00001709343,0.9891784,0.002007205,0.0003091101,0.00006523893,0.003559629],"study_design_scores_gemma":[0.000006178407,0.00004021074,0.001126241,0.000004468371,0.00000444586,0.000004150036,0.0000159141,0.994238,0.00429147,0.0001317035,0.0001305717,0.000006661264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671522,0.0001351553,0.02703806,0.0001453923,0.00002477389,0.00003982595,0.0005139178,0.0005470522,0.00440348],"genre_scores_gemma":[0.9976883,0.00002262494,0.001980899,0.000008086904,0.000001468065,0.000009234567,0.00007758229,0.00002739775,0.0001844905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01191662,"threshold_uncertainty_score":0.02369452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092991505897896,"score_gpt":0.271118716138499,"score_spread":0.2601888010795201,"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."}}