{"id":"W2326520557","doi":"10.1021/ef2009474","title":"Asphaltene Deposition Measurement and Modeling for Flow Assurance of Tubings and Flow Lines","year":2011,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Deposition (geology); Asphaltene; Flow assurance; Flow (mathematics); Residence time (fluid dynamics); Materials science; Scale (ratio); Shear (geology); Surface roughness; Environmental science; Mechanics; Geology; Chemistry; Chemical engineering; Geotechnical engineering; Composite material; Engineering; Physics","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":[0.0005399048,0.0004516355,0.0003026498,0.0002725025,0.0004035463,0.0003579744,0.0006244965,0.0003256798,0.0009712638],"category_scores_gemma":[0.0007806483,0.0002548905,0.0002618451,0.0002371107,0.0002490705,0.0005132784,0.0002954719,0.0004072502,0.0001911101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008759137,"about_ca_system_score_gemma":0.0004268389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003795772,"about_ca_topic_score_gemma":0.005596816,"domain_scores_codex":[0.999644,0.00004118461,0.00002056447,0.00008730864,0.0001872972,0.00001945375],"domain_scores_gemma":[0.9996332,0.000103386,0.00006752801,0.00008786466,0.00009716312,0.00001083798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001505155,0.0001550081,0.01076405,0.0001518,0.00001893187,0.00007733661,0.0001466464,0.06622125,0.8926674,0.0006867067,0.0004187554,0.02854161],"study_design_scores_gemma":[0.00001888234,0.0001803119,0.007990456,0.000006134712,0.00001189237,0.00008367364,0.00003556465,0.2480212,0.7414743,0.0001636378,0.00199447,0.00001938184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6117892,0.0001486107,0.384379,0.00006277072,0.00001839217,0.0001826026,0.000627779,0.001275312,0.001516352],"genre_scores_gemma":[0.8914242,0.0001983844,0.1066271,0.00001415718,0.000004298004,0.0001738234,0.000319525,0.00007805734,0.001160379],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003795772,"threshold_uncertainty_score":0.007547379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03434458561411217,"score_gpt":0.2268135812397102,"score_spread":0.1924689956255981,"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."}}