{"id":"W1989228816","doi":"10.1002/aic.12800","title":"Modeling of asphaltene deposition in a production tubing","year":2011,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Asphaltene; Deposition (geology); Petroleum engineering; Oil production; Cylinder; Couette flow; Oil field; Materials science; Mechanics; Chemical engineering; Chemistry; Engineering; Geology; Mechanical engineering; Physics; Flow (mathematics)","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":[0.0001356611,0.000402123,0.0003750875,0.0002470969,0.0004579563,0.0006481947,0.0005500744,0.0008826534,0.001278874],"category_scores_gemma":[0.0005379558,0.0002627754,0.0002918271,0.000242775,0.0004331432,0.0005784183,0.000362915,0.000287021,0.0001733645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008846966,"about_ca_system_score_gemma":0.0006778719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006876053,"about_ca_topic_score_gemma":0.002516519,"domain_scores_codex":[0.9999154,0.00001619178,0.000004168527,0.00002378701,0.00002242946,0.00001804895],"domain_scores_gemma":[0.9998271,0.00008202372,0.00003017096,0.00002119549,0.00002642737,0.00001310055],"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":[0.00002967122,0.00002012141,0.0009393033,0.00003150838,0.000005255113,0.0001092724,0.00002622415,0.9804228,0.0155939,0.001043257,0.00005122583,0.001727554],"study_design_scores_gemma":[0.000003678402,0.00002158388,0.000205355,0.000001444795,0.000002193414,0.00001403593,0.000005005189,0.9949269,0.004537803,0.0001089145,0.0001708602,0.000002142763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9098835,0.0002697891,0.08262999,0.0001042924,0.00001677581,0.00004426947,0.0001934902,0.0002786184,0.006579276],"genre_scores_gemma":[0.9928948,0.0001170057,0.004896578,0.000005287109,0.000002248116,0.00003004701,0.0000553303,0.00001542375,0.001983227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006876053,"threshold_uncertainty_score":0.01367205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02953367879928777,"score_gpt":0.2408588023141181,"score_spread":0.2113251235148303,"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."}}