{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000256987,0.00005740528,0.0001126285,0.00009774417,0.0000570388,0.00001310885,0.00007492717,0.00004610177,0.00009055524],"category_scores_gemma":[0.00005651951,0.00005201056,0.00005565517,0.0001252908,0.00001063273,0.0001774234,0.0000100199,0.000232485,0.000001683327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000407043,"about_ca_system_score_gemma":0.00003509238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008673711,"about_ca_topic_score_gemma":0.000012828,"domain_scores_codex":[0.9993806,0.00001340501,0.0002661647,0.00009141619,0.0001307384,0.0001176782],"domain_scores_gemma":[0.9996899,0.00000366507,0.000115406,0.00007659915,0.00007811932,0.00003628421],"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":[0.00006784892,0.0001716749,0.01063081,0.0000936015,0.00006188165,0.00002195162,0.001453831,0.0131973,0.9511129,0.000008918752,0.000007967033,0.02317131],"study_design_scores_gemma":[0.0005097853,0.00002505655,0.0002492966,0.0006525015,0.0001233188,0.0003763018,0.001114721,0.3049746,0.6908311,0.0009666988,0.000006317684,0.0001703552],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886149,0.0004384389,0.003358823,0.00005282338,0.0000365644,0.000001649615,2.14658e-7,0.00001136482,0.007485176],"genre_scores_gemma":[0.9973195,0.00007374178,0.00223901,0.000008400052,0.0001369855,9.982228e-7,0.000001013614,0.000007044693,0.0002133687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2917773,"threshold_uncertainty_score":0.2120929,"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."}}