{"id":"W4402940715","doi":"10.1021/acs.energyfuels.4c03849","title":"Prediction of the Distillate and SARA Content of Visbroken Bitumen, Vacuum Bottoms, and Deasphalted Oil","year":2024,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; ConocoPhillips Canada; Alberta Innovates; Suncor Energy Incorporated; Canadian Natural Resources Limited","keywords":"Asphalt; Distillation; Coker unit; Vacuum distillation; Chemistry; Asphaltene; Pulp and paper industry; Environmental science; Chromatography; Materials science; Organic chemistry; Engineering; Composite material","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0005467648,0.001050854,0.0004088634,0.001009866,0.0002234541,0.000568812,0.0004469169,0.0002950069,0.0004063176],"category_scores_gemma":[0.00123653,0.0003785558,0.000494315,0.0006681571,0.0002240042,0.0003385443,0.0003210528,0.0004523665,0.0002559967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001610123,"about_ca_system_score_gemma":0.001235571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0603887,"about_ca_topic_score_gemma":0.09305099,"domain_scores_codex":[0.9996063,0.00002889251,0.00002170265,0.00008922294,0.0002156266,0.00003824968],"domain_scores_gemma":[0.9993843,0.0001778159,0.0001910532,0.00003434384,0.0001777901,0.00003472257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001056712,0.0003463968,0.2770202,0.0002686227,0.0001962244,0.0002050371,0.000107895,0.1599823,0.4864312,0.0004571479,0.0002214896,0.07370675],"study_design_scores_gemma":[0.0000263214,0.0005824872,0.2185033,0.00001647129,0.0001050423,0.00007887612,0.00009227657,0.3723859,0.4070888,0.0001295293,0.0009378569,0.00005316958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988623,0.0002326249,0.009924524,0.0000129832,0.000002785324,0.00003778146,0.0004815404,0.0001529621,0.0005318113],"genre_scores_gemma":[0.9862688,0.0002956582,0.01188949,0.000006220671,0.000001766693,0.0000261589,0.0008615085,0.00002390264,0.0006265845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0603887,"threshold_uncertainty_score":0.1200744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0157579429119075,"score_gpt":0.2115415324583253,"score_spread":0.1957835895464178,"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."}}