{"id":"W2086869609","doi":"10.2118/165464-ms","title":"Effective Dehydration of Canadian Heavy Crude Oil and DilBit","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Demulsifier; Dehydration; Crude oil; Chemistry; Oil field; Pulp and paper industry; Waste management; Petroleum engineering; Engineering","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":[0.00009569775,0.0003182577,0.0001484941,0.0003934512,0.0003278605,0.0002182161,0.0002442395,0.0001374844,0.002287813],"category_scores_gemma":[0.0001129876,0.0001202747,0.0002092006,0.0002893744,0.0001416652,0.0002920077,0.000321992,0.0003978716,0.0004313716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008216872,"about_ca_system_score_gemma":0.0005249382,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03651744,"about_ca_topic_score_gemma":0.0984609,"domain_scores_codex":[0.9998974,0.000003673307,0.000004669299,0.00001729651,0.00004874099,0.00002822826],"domain_scores_gemma":[0.9999521,0.000003274944,0.000007615075,0.000003142978,0.000021992,0.00001191867],"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":[0.00006762206,0.00001938695,0.0003059199,0.00007799257,0.000005336166,0.00009142566,0.00004025103,0.0004765981,0.9913285,0.0001213678,0.000172301,0.007293372],"study_design_scores_gemma":[0.000003313513,0.00005251351,0.001897889,0.000004097824,0.000007139558,0.00004537389,0.0000334818,0.0006200771,0.9912189,0.00001025235,0.006101197,0.000005890998],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9771352,0.001680115,0.009458411,0.0001174193,0.00008211048,0.000077768,0.0003979089,0.0002069743,0.01084399],"genre_scores_gemma":[0.9705639,0.001602779,0.008110291,0.0000662712,0.000008109351,0.00001776528,0.0004493168,0.00007117643,0.01911045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9634826,"threshold_uncertainty_score":0.07260978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004706416487827447,"score_gpt":0.1636244196811315,"score_spread":0.158918003193304,"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."}}