{"id":"W2161740710","doi":"10.1016/j.fluid.2004.11.004","title":"Asphaltene phase behavior: prediction at a crossroads","year":2004,"lang":"en","type":"article","venue":"Fluid Phase Equilibria","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Basic Energy Sciences; Natural Sciences and Engineering Research Council of Canada; Office of Science; U.S. Department of Energy","keywords":"Asphaltene; Chemistry; Differential scanning calorimetry; Hydrocarbon; Phase (matter); Molar mass; Thermodynamics; Small-angle X-ray scattering; Organic chemistry; Chemical engineering; Polymer; Scattering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0003117352,0.0004800626,0.0003194545,0.0004566569,0.0003470344,0.0007379404,0.0003775589,0.0006098775,0.001366505],"category_scores_gemma":[0.001247487,0.0002395658,0.0002509804,0.0002952193,0.0002362365,0.001671895,0.0004049796,0.0007253503,0.0005914532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003214243,"about_ca_system_score_gemma":0.0004427673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004655702,"about_ca_topic_score_gemma":0.002867291,"domain_scores_codex":[0.9999336,0.00001205922,0.000002919984,0.00002054443,0.00002335022,0.0000075844],"domain_scores_gemma":[0.9997309,0.00008600458,0.0000287671,0.00003670291,0.0001023376,0.00001526944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004238917,0.0005500875,0.0587583,0.0001299353,0.00004330109,0.0001574081,0.0001082308,0.7109942,0.08447488,0.01604948,0.001813115,0.1264972],"study_design_scores_gemma":[0.000004776683,0.00006710905,0.002268471,0.000006465405,0.000006855824,0.00001471846,0.00002035704,0.974157,0.01919041,0.003597282,0.0006615576,0.000005067485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.884973,0.0006813019,0.1082591,0.0004492298,0.00003793798,0.00003797229,0.0002495444,0.0003788362,0.004933006],"genre_scores_gemma":[0.9855807,0.0004340605,0.01182221,0.00002172628,0.00001439874,0.00001083369,0.0002537727,0.00002717855,0.00183501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004655702,"threshold_uncertainty_score":0.009257197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01946892503692075,"score_gpt":0.3080251763614926,"score_spread":0.2885562513245719,"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."}}