{"id":"W1563343260","doi":"10.1002/9783527635603.ch28","title":"Chemicals and Lubricant Refining","year":2011,"lang":"en","type":"other","venue":"","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Refining (metallurgy); Lubricant; Petrochemical; Fischer–Tropsch process; Oil refinery; Process engineering; Petroleum engineering; Environmental science; Materials science; Engineering; Metallurgy; Chemistry; Waste management; Mechanical engineering; Catalysis; Organic chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001635817,0.00009838687,0.0001774942,0.00006570149,0.000008159906,0.000007699801,0.00003091406,0.00006556615,0.002522651],"category_scores_gemma":[0.000003428258,0.00008256636,0.0000195552,0.00004440702,0.00001802184,0.000006640787,0.0000269952,0.00004112205,0.0001109401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004421906,"about_ca_system_score_gemma":0.000001156712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003840254,"about_ca_topic_score_gemma":0.00003373066,"domain_scores_codex":[0.9997176,0.000001118569,0.00007573632,0.000094011,0.00003846963,0.00007306568],"domain_scores_gemma":[0.9998506,0.000005125527,0.00001562609,0.0001009539,0.00000363886,0.0000240778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[1.633669e-7,0.000001795534,0.00002550041,0.00004244191,0.00009960747,6.520374e-7,0.00003628803,0.000001559834,0.0002681854,0.000330872,0.9971533,0.002039656],"study_design_scores_gemma":[0.00004338259,0.000001245369,0.00002418407,0.00002971072,0.00002460285,9.330435e-7,0.000007949979,0.00006204925,0.000389989,0.000009201098,0.9992759,0.0001308956],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002250379,0.00303977,0.0004200551,0.00000537386,0.00005813655,0.00001717559,0.000008236964,0.0004316354,0.9959971],"genre_scores_gemma":[0.00289796,0.002246162,0.0007868084,0.00002515369,0.0001101477,0.000008250679,0.00001453924,0.0002337219,0.9936773],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.002875456,"threshold_uncertainty_score":0.9983892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01060358592891835,"score_gpt":0.1808423187814572,"score_spread":0.1702387328525389,"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."}}