{"id":"W3127127016","doi":"10.1002/cjce.24059","title":"Regular solution theory applied to asphaltene related phase behaviour","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Asphaltene; Precipitation; Phase (matter); Fraction (chemistry); Fouling; Process (computing); Petroleum engineering; Process engineering; Solvent; Pipeline (software); Thermodynamics; Chemical engineering; Chromatography; Materials science; Computer science; Chemistry; Organic chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001208552,0.001109418,0.001180584,0.001434446,0.0004735444,0.001345136,0.001338774,0.001523999,0.002671819],"category_scores_gemma":[0.002349986,0.0004529069,0.001615547,0.0007985952,0.001860223,0.001689513,0.001316627,0.001786627,0.0009613942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001251998,"about_ca_system_score_gemma":0.001033776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004245454,"about_ca_topic_score_gemma":0.001297634,"domain_scores_codex":[0.9994828,0.0002018369,0.00002477406,0.00006769638,0.0001686837,0.00005415199],"domain_scores_gemma":[0.9990213,0.0004159599,0.0001221394,0.0001067802,0.000279513,0.00005423266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000323526,0.00005325949,0.0003311488,0.0001853517,0.00004304456,0.0001498228,0.0001138296,0.4064074,0.00606246,0.5719286,0.001648086,0.01304471],"study_design_scores_gemma":[0.000003467887,0.000008527045,0.0000271671,0.000006048304,0.000002739042,0.00001213414,0.00000557307,0.956898,0.0002790682,0.04179042,0.00096118,0.000005683363],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0227959,0.002134689,0.9510296,0.0006712195,0.0003433902,0.00008230614,0.000125438,0.0003584338,0.02245907],"genre_scores_gemma":[0.7251047,0.005062697,0.2266835,0.0005113815,0.0006723799,0.0005121474,0.0005141337,0.0006229645,0.04031609],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004245454,"threshold_uncertainty_score":0.009083927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005880544547761879,"score_gpt":0.2013644315291845,"score_spread":0.1954838869814226,"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."}}