{"id":"W2339046804","doi":"10.2118/179886-ms","title":"A Retrospective Review of 10 years of Scale Management in a Deepwater Field: From Capex to Plateau Production","year":2016,"lang":"en","type":"review","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation; Heriot-Watt University","keywords":"Environmental science; Scale (ratio); Produced water; Water injection (oil production); Production (economics); Petroleum engineering; Seawater; Software deployment; Completion (oil and gas wells); Field (mathematics); Engineering; Environmental engineering; Geology; Oceanography; Physics; Mathematics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.002411122,0.0005617536,0.0009188202,0.008991316,0.0005838595,0.001317928,0.0009692457,0.0005702809,0.003288245],"category_scores_gemma":[0.0109061,0.0005398737,0.0007471289,0.01078222,0.001092574,0.001122583,0.0009431703,0.0004207625,0.0003174688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002328579,"about_ca_system_score_gemma":0.00347677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03136842,"about_ca_topic_score_gemma":0.04339856,"domain_scores_codex":[0.9966375,0.000397089,0.001383527,0.0005916402,0.0007489443,0.0002412906],"domain_scores_gemma":[0.9848582,0.003851103,0.007718173,0.0007003855,0.002243266,0.0006289871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005674966,0.0001730432,0.7651706,0.04619951,0.001605938,0.02996489,0.008737442,0.000271606,0.003101721,0.0007491341,0.009995636,0.1334629],"study_design_scores_gemma":[0.00002095291,0.0003169052,0.9255612,0.01510402,0.0008493179,0.0135635,0.006698051,0.00006656332,0.0005071997,0.00007628487,0.0371846,0.00005141805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.7283283,0.2556117,0.0006046359,0.0009297722,0.0002395135,0.0005501504,0.009605084,0.00003045996,0.004100356],"genre_scores_gemma":[0.8490649,0.1418384,0.0007231263,0.0008377588,0.0002004202,0.0003390919,0.005594206,0.00003840676,0.001363641],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03136842,"threshold_uncertainty_score":0.06237161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009634605672584222,"score_gpt":0.2432883255778915,"score_spread":0.2336537199053073,"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."}}