{"id":"W1967286793","doi":"10.2118/154332-ms","title":"Application of Silicate Scale Inhibitors for ASP Flooded Oilfields: A Novel Approach to Testing and Delivery","year":2012,"lang":"en","type":"article","venue":"","topic":"Hydraulic Fracturing and Reservoir Analysis","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Silicate; Scaling; Brine; Chemical engineering; Chemistry; Polymerization; Petroleum engineering; Materials science; Polymer; Mineralogy; Geology; Organic chemistry; Engineering; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000345194,0.0005176471,0.0002988968,0.0003087184,0.0002346735,0.0004928765,0.0005280629,0.0004300546,0.0005355079],"category_scores_gemma":[0.0001988947,0.000227809,0.0002349431,0.0002219554,0.0004228181,0.0003811418,0.0002883336,0.0005114037,0.0002234053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006447607,"about_ca_system_score_gemma":0.00068642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004133371,"about_ca_topic_score_gemma":0.006617678,"domain_scores_codex":[0.999721,0.00002747308,0.00001504663,0.00004558568,0.0001642953,0.00002651908],"domain_scores_gemma":[0.9997916,0.00003174524,0.00006716437,0.00002048091,0.00006252513,0.00002645664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001942296,0.00002966338,0.000160277,0.00003150933,0.000001907093,0.00001811697,0.00001247293,0.0001241136,0.9975795,0.00006188418,0.00001487837,0.001946248],"study_design_scores_gemma":[0.000003236952,0.0002588633,0.0005352359,0.000002582116,0.000005849256,0.00003640731,0.000008960689,0.001418447,0.9967535,0.00001190995,0.0009605541,0.000004464242],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.931801,0.002379287,0.06099787,0.0001887214,0.00004516508,0.0004462554,0.0001944784,0.0003631981,0.003583987],"genre_scores_gemma":[0.9501336,0.001803742,0.04313472,0.00006798267,0.00001277929,0.0001186106,0.0001450686,0.00001997488,0.004563455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004133371,"threshold_uncertainty_score":0.008218646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01733015446049614,"score_gpt":0.2137126302509139,"score_spread":0.1963824757904177,"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."}}