{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007255222,0.00008078766,0.00008577951,0.00009765009,0.00002219921,0.000003952201,0.00006852623,0.0000606152,0.0002748723],"category_scores_gemma":[0.00001516867,0.00006658289,0.00008674615,0.0001423942,0.0000166345,0.0002046851,0.000009704911,0.0001155576,0.00003931579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001502297,"about_ca_system_score_gemma":0.00000708127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009137986,"about_ca_topic_score_gemma":0.00002545638,"domain_scores_codex":[0.9995553,0.00001041187,0.0001272308,0.00005371833,0.00007991761,0.000173407],"domain_scores_gemma":[0.999612,0.00005034388,0.00001667164,0.0002430272,0.00002032338,0.000057605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004815207,0.0006509037,0.05175137,0.0001228698,0.0003792411,5.20151e-7,0.0005798697,0.1395157,0.7637172,0.003769784,0.0273634,0.01210092],"study_design_scores_gemma":[0.0002850726,0.0004828718,0.7225208,0.0001938601,0.0000389936,0.00001551961,0.00006573937,0.07965291,0.1922769,0.001721903,0.002281329,0.0004641201],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7830849,0.00003188231,0.01350116,0.000005199579,0.0001163023,0.0000726346,0.00001966558,0.0006848656,0.2024834],"genre_scores_gemma":[0.997512,0.00008116911,0.001665383,0.000002694766,0.00004725058,0.00002477767,0.000005204921,0.00002441104,0.0006371265],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6707694,"threshold_uncertainty_score":0.3009659,"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."}}