{"id":"W2320096930","doi":"10.1021/ef101013m","title":"Heavy Oil Viscosity Modeling with Friction Theory","year":2011,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Phase Equilibria and Thermodynamics","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"Petroleum Technology Research Centre; ConocoPhillips","keywords":"Viscosity; Saturation (graph theory); Oil viscosity; Thermodynamics; Phase (matter); Materials science; Mechanics; Mathematics; Chemistry; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003000228,0.0004736631,0.0005506948,0.0005271557,0.0003552057,0.0004876261,0.001464661,0.0005812426,0.001325675],"category_scores_gemma":[0.001447216,0.0003169094,0.0007435197,0.0004685524,0.000338481,0.001221653,0.0006395698,0.0006737997,0.0004593153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005448493,"about_ca_system_score_gemma":0.0007946259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005854635,"about_ca_topic_score_gemma":0.002886554,"domain_scores_codex":[0.9996976,0.0000386173,0.00001756821,0.00005481893,0.0001613861,0.00003018803],"domain_scores_gemma":[0.9997727,0.00006135301,0.00003954058,0.00003750864,0.00007649273,0.00001236275],"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":[0.0001121766,0.0001034777,0.00219388,0.0001950243,0.00003437249,0.0001802268,0.0001423451,0.7968588,0.066593,0.03102162,0.001443484,0.1011215],"study_design_scores_gemma":[0.000003082819,0.000006952422,0.00009045975,0.000001913038,0.000002049665,0.00001063187,0.000001719638,0.9959709,0.002653194,0.0007359171,0.0005183013,0.000004818981],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02890146,0.0002223527,0.9667274,0.00006256584,0.00003848171,0.00004606492,0.00005118117,0.0005022233,0.003448241],"genre_scores_gemma":[0.8387916,0.00048346,0.1545788,0.0000414127,0.00003833059,0.0001309525,0.0001370124,0.0001518858,0.005646485],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005854635,"threshold_uncertainty_score":0.01164114,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0129220479623992,"score_gpt":0.1831838703745496,"score_spread":0.1702618224121504,"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."}}