{"id":"W2094242342","doi":"10.1021/ef060372e","title":"Hydrotreater Feed Filter Fouling and Its Remedy","year":2006,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Petroleum Processing and Analysis","field":"Chemistry","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Syncrude (Canada)","funders":"","keywords":"Fouling; Naphthenic acid; Chemistry; Corrosion; Vacuum distillation; Distillation; Asphaltene; Chromatography; Organic chemistry; Membrane","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001411055,0.0002553049,0.0002136226,0.0004676351,0.0004113667,0.000338242,0.0001779262,0.0004893948,0.0008171148],"category_scores_gemma":[0.0001591603,0.0001045145,0.0002151672,0.0002445576,0.0002202984,0.00027607,0.0002136314,0.0002894706,0.0001971236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003769085,"about_ca_system_score_gemma":0.0003513389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002190332,"about_ca_topic_score_gemma":0.003163475,"domain_scores_codex":[0.9998482,0.00001208454,0.000007464505,0.00001661358,0.00007898767,0.00003652173],"domain_scores_gemma":[0.9998858,0.00001207136,0.00003414127,0.00001071481,0.00004509073,0.00001223945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001526284,0.00007428434,0.003181213,0.000237263,0.00001324569,0.0006928266,0.0001038724,0.0003375389,0.9638097,0.0002167031,0.0002057659,0.03097501],"study_design_scores_gemma":[0.000007212292,0.0005599442,0.02795975,0.00002336921,0.0000335019,0.001128919,0.0002716249,0.001523641,0.9586249,0.0001571438,0.009694979,0.00001502153],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9907725,0.002903234,0.002789299,0.000260507,0.00003073551,0.00002272504,0.00006089482,0.00006679675,0.003093274],"genre_scores_gemma":[0.992604,0.001585756,0.002083207,0.00007382682,0.00001226733,0.000006093629,0.00007383281,0.000009078408,0.003551996],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002190332,"threshold_uncertainty_score":0.004355192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008931673791397856,"score_gpt":0.2106460744054004,"score_spread":0.2017144006140026,"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."}}