{"id":"W3132963576","doi":"10.2118/spe-169773-ms","title":"Scale Inhibitor Residual Analysis: Twenty-first Century Approach","year":2014,"lang":"en","type":"article","venue":"","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Subsea; Petroleum engineering; Scale (ratio); Flow assurance; Submarine pipeline; Environmental science; Petroleum industry; Injection well; Process engineering; Marine engineering; Engineering; Chemistry; Environmental engineering; 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":[0.004179276,0.001010593,0.0008981866,0.004099736,0.0008759888,0.004829973,0.00228524,0.001770402,0.004439182],"category_scores_gemma":[0.002750314,0.0007545225,0.0006639561,0.001618511,0.002594216,0.002722357,0.002262187,0.002225903,0.002531206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003194188,"about_ca_system_score_gemma":0.00286875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001496653,"about_ca_topic_score_gemma":0.002086208,"domain_scores_codex":[0.9975308,0.0003238688,0.0001142259,0.0006382165,0.001251162,0.0001417892],"domain_scores_gemma":[0.998001,0.0003805518,0.0002718434,0.0002770908,0.0009226949,0.0001466934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002385812,0.0003509189,0.003819027,0.001520604,0.0001891157,0.0008268518,0.001018101,0.005864367,0.1678838,0.1701281,0.01001507,0.6381454],"study_design_scores_gemma":[0.00003553992,0.0006227147,0.003395743,0.0004433031,0.0001216602,0.001896365,0.00059857,0.03397768,0.2418018,0.0770514,0.6398132,0.0002419957],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02283601,0.05156586,0.8757786,0.003921182,0.001583649,0.0003802754,0.0003224158,0.001077946,0.04253405],"genre_scores_gemma":[0.1759624,0.06688445,0.6742365,0.002768258,0.001222542,0.0005320382,0.0004471793,0.0005472986,0.07739922],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004829973,"threshold_uncertainty_score":0.02317554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00973447691609869,"score_gpt":0.2195337845934885,"score_spread":0.2097993076773899,"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."}}