{"id":"W3129530022","doi":"10.2118/spe-169784-ms","title":"Pre-Production Deployed Scale Inhibition Treatments in Deep-Water, West Africa","year":2014,"lang":"en","type":"article","venue":"","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Subsea; Seawater; Produced water; Perforation; Completion (oil and gas wells); Water injection (oil production); Petroleum engineering; Submarine pipeline; Scale (ratio); Water treatment; Carbonate; Drilling fluid; Water cut; Environmental engineering; Environmental science; Geology; Drilling; Materials science; Geotechnical engineering; Metallurgy; Geography; Oceanography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003458419,0.0001322882,0.0001406438,0.0001402145,0.00008731688,0.00007403424,0.00005040197,0.00007725874,0.001097019],"category_scores_gemma":[0.00003988387,0.0001019047,0.000038093,0.0001758363,0.0000546688,0.0004108705,0.00003699813,0.00004739412,0.000321506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304589,"about_ca_system_score_gemma":0.000009295448,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001108513,"about_ca_topic_score_gemma":0.0004197403,"domain_scores_codex":[0.9987397,0.0001199757,0.000286968,0.0003698944,0.0002210958,0.0002624101],"domain_scores_gemma":[0.9996005,0.00001234402,0.00004920909,0.0002042431,0.00006490491,0.00006877857],"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":[0.00003947095,0.0001545113,0.0003842699,0.00001260216,0.000001078569,9.692324e-7,0.0005523554,0.0003753294,0.9971536,0.0004117997,0.0003259754,0.0005880308],"study_design_scores_gemma":[0.0008162356,0.0000983396,0.003468109,0.00003013819,0.00001036446,0.000009454537,0.00008862456,0.001989977,0.9904029,0.001260731,0.00164723,0.0001779389],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826667,0.00001138798,0.005012642,0.0003218228,0.0003718539,0.0002572213,0.000002744761,0.0002055967,0.01115006],"genre_scores_gemma":[0.9976093,0.00001165764,0.000623558,0.0001003469,0.0001138455,0.00005201974,0.00008103721,0.00001809586,0.001390106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01494266,"threshold_uncertainty_score":0.9998161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01252547496939029,"score_gpt":0.2252722293413676,"score_spread":0.2127467543719773,"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."}}