{"id":"W2904842942","doi":"10.1021/acs.energyfuels.8b03511","title":"Viscosity Mixing Rule and Viscosity–Temperature Relationship Estimation for Oil Sand Bitumen Vacuum Residue and Fractions","year":2018,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science Foundation of China University of Petroleum, Beijing; National Natural Science Foundation of China","keywords":"Asphalt; Viscosity; Mixing (physics); Relative viscosity; Fractionation; Solvent; Oil sands; Chemistry; Enhanced oil recovery; Residue (chemistry); Thermodynamics; Chromatography; Materials science; Petroleum engineering; Composite material; Organic chemistry; Geology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001031666,0.0001433112,0.0001384962,0.00008839313,0.0002969963,0.00009872916,0.00005341447,0.0001323637,0.00001079204],"category_scores_gemma":[0.00003340575,0.0001490825,0.00002792625,0.0001150228,0.00005289556,0.0003756084,0.00002714188,0.0001103885,0.000002725816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003834988,"about_ca_system_score_gemma":0.00001558392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002808739,"about_ca_topic_score_gemma":0.00008909852,"domain_scores_codex":[0.9993816,0.00002415274,0.0001476749,0.000190037,0.00007381188,0.000182747],"domain_scores_gemma":[0.9995503,0.000138403,0.00003133444,0.0001593008,0.00003657441,0.00008408198],"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":[0.00009587884,0.00006800764,0.002000292,0.0003032412,0.0002045438,0.000006052064,0.001095604,0.002606725,0.9555952,0.02301903,0.001342115,0.0136633],"study_design_scores_gemma":[0.002937141,0.0002779775,0.04428278,0.0003451789,0.0002795647,0.0000937743,0.00009955418,0.3423993,0.5235982,0.07487593,0.009525043,0.001285507],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765506,0.000603943,0.0194621,0.0001328215,0.0002654908,0.00005109196,0.00003330632,0.0001663573,0.00273433],"genre_scores_gemma":[0.9956188,0.00008877505,0.003408683,0.00004325101,0.0002472717,0.00002566548,0.00006121737,0.00003216034,0.0004741322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.431997,"threshold_uncertainty_score":0.6079407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008771207317510398,"score_gpt":0.229930492931447,"score_spread":0.2211592856139366,"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."}}