{"id":"W2323379817","doi":"10.1021/ef200345g","title":"Understanding Asphaltene Dispersants for Paraffinic Solvent-Based Bitumen Froth Treatment","year":2011,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Baker Hughes (Canada)","funders":"","keywords":"Dispersant; Asphaltene; Arithmetic underflow; Chemical engineering; Solvent; Chemistry; Materials science; Asphalt; Chromatography; Organic chemistry; Composite material; Dispersion (optics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001638656,0.0002448416,0.000224923,0.0002067185,0.000173268,0.0002520247,0.0001209853,0.0002624877,0.0004246277],"category_scores_gemma":[0.0001859181,0.0001425454,0.0001602766,0.00009879089,0.0001697113,0.0005158986,0.0001228773,0.0002397262,0.0001259705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002716908,"about_ca_system_score_gemma":0.0002081503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009250359,"about_ca_topic_score_gemma":0.001980214,"domain_scores_codex":[0.9999236,0.00001070536,0.000006415828,0.00001421403,0.00003010098,0.00001494131],"domain_scores_gemma":[0.9999267,0.00001566779,0.00002837722,0.000002787094,0.00001799343,0.000008527491],"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":[0.00002606922,0.00001214963,0.0003957635,0.00004336819,0.00000155189,0.00003039562,0.00001561916,0.0003445846,0.9970545,0.00008581107,0.000007065149,0.001983185],"study_design_scores_gemma":[0.000003529421,0.0001086932,0.001578071,0.000004894661,0.000005797042,0.00004181584,0.00003542798,0.002005765,0.9952677,0.00005820634,0.0008871763,0.000002803224],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897,0.001818103,0.007573074,0.00007661779,0.000008612739,0.00005200645,0.00006495588,0.00001907166,0.0006875987],"genre_scores_gemma":[0.9914107,0.001432831,0.006245778,0.00002089485,0.000006561243,0.00002641605,0.00008393827,0.00001125547,0.0007615241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009250359,"threshold_uncertainty_score":0.001971304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1118040650441697,"score_gpt":0.2699293693340295,"score_spread":0.1581253042898598,"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."}}