{"id":"W3201343160","doi":"10.11575/prism/38799","title":"Viscosity and Stability of Visbroken Fractionated Oils","year":2021,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Viscosity; Stability (learning theory); Thermodynamics; Chemistry; Chromatography; Petroleum engineering; Physics; Engineering; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002190741,0.0003265055,0.0001726167,0.0005776085,0.0002581863,0.0006450253,0.0003774385,0.0002154415,0.0008238708],"category_scores_gemma":[0.0005354466,0.000174823,0.000344509,0.0005866712,0.0003060729,0.0004124067,0.0002400768,0.0003957277,0.0002358575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002290639,"about_ca_system_score_gemma":0.0007876285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0788995,"about_ca_topic_score_gemma":0.06970645,"domain_scores_codex":[0.9997864,0.00001024041,0.0000118636,0.00003842342,0.0001167598,0.00003624192],"domain_scores_gemma":[0.9997963,0.00004285622,0.0000568855,0.00001117608,0.00007635372,0.00001636315],"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":[0.0006946775,0.0001904585,0.03694656,0.0001916552,0.00007248898,0.0001563734,0.0004677876,0.04227064,0.895955,0.001166583,0.0001556738,0.02173204],"study_design_scores_gemma":[0.00001809241,0.0008823641,0.07262975,0.00003000467,0.00006490367,0.00007135551,0.0003373113,0.07734431,0.8463647,0.0002869463,0.001904676,0.00006562228],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972745,0.0002303449,0.001298859,0.000008697164,0.00000241204,0.00001328934,0.000231073,0.00002287961,0.0009180708],"genre_scores_gemma":[0.9970924,0.000405774,0.001055162,0.00000327514,8.930728e-7,0.00001214899,0.0002835144,0.000008880224,0.001137988],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0788995,"threshold_uncertainty_score":0.1568805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006048953984961944,"score_gpt":0.1947801649143922,"score_spread":0.1887312109294303,"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."}}