{"id":"W2000256051","doi":"10.1002/cjce.21991","title":"Modelling wax deposition in oil transport pipelines","year":2014,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Wax; Deposition (geology); Molecular diffusion; Materials science; Porosity; Pipeline transport; Thermal diffusivity; Thermal conductivity; Porous medium; Heat transfer; Thermodynamics; Geology; Chemistry; Composite material; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002319873,0.0009719418,0.0009877961,0.0005356646,0.0008061113,0.001269961,0.001162772,0.001742056,0.002240839],"category_scores_gemma":[0.0008076314,0.0007478373,0.0009321376,0.0007191162,0.0007472881,0.001128072,0.0009984148,0.0006381649,0.0004237557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001732256,"about_ca_system_score_gemma":0.002316918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0394241,"about_ca_topic_score_gemma":0.01278464,"domain_scores_codex":[0.9998224,0.00002952232,0.00001187555,0.00004133496,0.00005387693,0.00004094279],"domain_scores_gemma":[0.9997732,0.0001034451,0.00003538169,0.00001864116,0.00004875963,0.00002059535],"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":[0.00001106136,0.000008331133,0.0002314216,0.00002212025,0.000004532524,0.00005584973,0.000016026,0.9953588,0.002370114,0.001001162,0.00006210578,0.0008585963],"study_design_scores_gemma":[0.000006611861,0.00001106401,0.0001351724,0.000003177138,0.00000373134,0.00001795704,0.000009046379,0.9983706,0.0006587526,0.0004015253,0.0003774993,0.000004833919],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4983313,0.001160869,0.4660161,0.0005017786,0.0001188866,0.0002733222,0.00172299,0.001288033,0.0305868],"genre_scores_gemma":[0.9506297,0.0009615701,0.02853133,0.00004143194,0.00002139507,0.0002300055,0.0005358379,0.0001663114,0.01888249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0394241,"threshold_uncertainty_score":0.07838923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006401915933140882,"score_gpt":0.1734016200882328,"score_spread":0.1669997041550919,"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."}}