{"id":"W2327683689","doi":"10.1021/ef101405t","title":"Regular Solution Theories Are Not Appropriate for Model Compounds for Petroleum Asphaltenes","year":2011,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Asphaltene; Petroleum; Petroleum engineering; Chemistry; Chromatography; Biochemical engineering; Environmental science; Chemical engineering; Organic chemistry; Engineering","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":[0.0002136282,0.0002469592,0.0003666684,0.00007160368,0.0003547341,0.00005950685,0.0003020502,0.0001737469,0.00002649039],"category_scores_gemma":[0.00005737388,0.0002230384,0.0003104264,0.0000740553,0.00009746626,0.0001615797,0.00004555593,0.00007758629,0.000002128585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005086622,"about_ca_system_score_gemma":0.00006360621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005769826,"about_ca_topic_score_gemma":0.00003480349,"domain_scores_codex":[0.9986285,0.00001406799,0.0003073587,0.0004379134,0.000186521,0.0004256285],"domain_scores_gemma":[0.9990245,0.00006060352,0.0002583305,0.0003804998,0.000182049,0.00009398868],"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":[0.0007243045,0.0003038929,0.000160602,0.0005708574,0.000439531,0.000002654888,0.0004482435,0.001210466,0.912001,0.06007683,0.000715551,0.02334614],"study_design_scores_gemma":[0.001039352,0.00004327982,0.000008751471,0.00009541304,0.0002635479,0.000003336611,0.0002488236,0.06205586,0.8534452,0.06967308,0.01270984,0.0004135022],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2507142,0.002215561,0.6960269,0.0005076029,0.0002487879,0.00003194751,0.0003044545,0.0005179218,0.04943265],"genre_scores_gemma":[0.9581316,0.00005483934,0.008723567,0.000158268,0.000342224,0.0002564477,0.000138377,0.0000521659,0.03214255],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7074174,"threshold_uncertainty_score":0.9095243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02885184599647093,"score_gpt":0.2368265849685002,"score_spread":0.2079747389720293,"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."}}