{"id":"W1978285982","doi":"10.1021/ef049802w","title":"Impact of Multiphase Behavior on Coke Deposition in a Commercial Hydrotreating Catalyst under Sedimentation Conditions","year":2005,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Asphaltene; Coke; Hydrodesulfurization; Chemical engineering; Pellets; Refining (metallurgy); Catalysis; Deposition (geology); Materials science; Asphalt; Phase (matter); Sedimentation; Chemistry; Mineralogy; Metallurgy; Sediment; Composite material; Organic chemistry; Geology","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":[0.00004062162,0.0001231831,0.000181284,0.000199398,0.00006466527,0.00001424871,0.00004094467,0.00004561653,0.0000696198],"category_scores_gemma":[0.000005268299,0.0001239848,0.00009357791,0.0002220982,0.00002522055,0.0001462356,0.0000106069,0.00005507647,0.000008670227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001796154,"about_ca_system_score_gemma":0.000009920331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005792169,"about_ca_topic_score_gemma":0.001314083,"domain_scores_codex":[0.9993295,0.00001862326,0.0002834018,0.0001161281,0.0001212375,0.0001311181],"domain_scores_gemma":[0.9997151,0.00004432391,0.00005561462,0.0001177962,0.00003011188,0.00003705642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002294619,0.0004398067,0.008235862,0.00001157083,0.0001489307,0.000005181354,0.0007519813,0.6098136,0.3705662,0.0004021094,0.0002322171,0.009369571],"study_design_scores_gemma":[0.003035655,0.0001886594,0.2765595,0.0001036261,0.0002130005,0.000009701274,0.0002310846,0.02575595,0.6933033,0.00004350222,0.00008472526,0.0004712713],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966173,0.00008689154,0.001844431,0.00002188072,0.00004255657,0.00007747535,0.00008743982,0.00006061813,0.00116138],"genre_scores_gemma":[0.9990487,0.00003055576,0.0001466311,0.00003126754,0.00007369663,0.00007850008,0.0005370608,0.00001920177,0.00003439962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5840576,"threshold_uncertainty_score":0.5055952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01481410131998133,"score_gpt":0.2899947568187727,"score_spread":0.2751806554987914,"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."}}