{"id":"W2315072662","doi":"10.1021/ef2014259","title":"Novel Magnetic Demulsifier for Water Removal from Diluted Bitumen Emulsion","year":2011,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":147,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Demulsifier; Emulsion; Magnetic nanoparticles; Magnetic separation; Chemical engineering; Oil droplet; Aqueous solution; Nanoparticle; Aqueous two-phase system; Materials science; Solvent; Asphaltene; Chemistry; Chromatography; Nanotechnology; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.00005995458,0.0002242785,0.0002141797,0.00009741643,0.00004472474,0.00002167818,0.0002264439,0.0001779666,0.0005139261],"category_scores_gemma":[0.00001373597,0.0001880975,0.0001009626,0.00007247688,0.00002539546,0.000178052,0.00005490673,0.00009682601,0.00004218562],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005718212,"about_ca_system_score_gemma":0.000004201266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002865814,"about_ca_topic_score_gemma":0.00008838608,"domain_scores_codex":[0.9989532,0.00001229141,0.0002537952,0.000270375,0.0001210227,0.000389274],"domain_scores_gemma":[0.9994476,0.00005023531,0.00002192288,0.000354793,0.00004071251,0.00008477274],"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":[0.00002473017,0.00002862121,0.00001422081,0.00001404569,0.00003114828,0.000006736484,0.0002157628,0.00007000315,0.9703817,0.0004476294,0.0009171488,0.0278482],"study_design_scores_gemma":[0.0003430365,0.00008324282,0.0003008029,0.00003177163,0.00002193313,0.000004946518,0.000007392242,0.001024637,0.944641,0.007238029,0.04602595,0.0002772575],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7005812,0.0005665922,0.275983,0.00001812934,0.0007225245,0.0001602783,0.00005701423,0.001157501,0.02075374],"genre_scores_gemma":[0.884437,0.0001285743,0.1124781,0.0001184358,0.0002041048,0.00015562,0.00009341077,0.0001133335,0.002271461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1838558,"threshold_uncertainty_score":0.7670392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01741271040952825,"score_gpt":0.2032391650484524,"score_spread":0.1858264546389242,"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."}}