{"id":"W2481096479","doi":"10.1021/bk-2012-1092.ch003","title":"Effect of Metal Ions on Light Gas Oil Upgrading over Nano Dispersed MoS<sub>x</sub>Catalysts Using<i>in Situ</i>H<sub>2</sub>","year":2012,"lang":"en","type":"book-chapter","venue":"ACS symposium series","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Saudi Aramco","keywords":"Catalysis; Materials science; Ion; Nano-; Metal; In situ; Metal ions in aqueous solution; Nanotechnology; Analytical Chemistry (journal); Chemical engineering; Inorganic chemistry; Metallurgy; Composite material; Chemistry; Environmental chemistry; Organic chemistry; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003754589,0.00109333,0.001698047,0.0007323794,0.0002293624,0.00008719189,0.0003224553,0.0005250156,0.00001544552],"category_scores_gemma":[0.00003880661,0.001040677,0.0006264044,0.000301602,0.0002072656,0.0005756599,0.0002258012,0.0004969938,0.0001095067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002991181,"about_ca_system_score_gemma":0.00004186433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001283121,"about_ca_topic_score_gemma":0.000190831,"domain_scores_codex":[0.9969549,0.00006322112,0.0009794736,0.0006697539,0.0006462488,0.0006864217],"domain_scores_gemma":[0.9982745,0.0002249483,0.0003634033,0.0008574111,0.0001031033,0.000176608],"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":[0.0001040105,0.00004358558,0.00005282103,0.0007110104,0.0009065336,0.00002290095,0.0008413405,0.002584648,0.9911567,0.002321159,0.0003930112,0.0008622981],"study_design_scores_gemma":[0.0006191565,0.0001557582,0.00003198073,0.0006696828,0.001134285,0.00002688627,0.00002238369,0.0001104212,0.9917597,0.00006831721,0.004423045,0.0009784254],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9390577,0.003996653,0.00002390512,0.00009071257,0.001243821,0.0004379124,0.0002636487,0.000347617,0.05453805],"genre_scores_gemma":[0.9909695,0.005328839,0.00001706412,0.00002482644,0.0004385537,0.00006462694,0.0003595882,0.0003057089,0.00249127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05204678,"threshold_uncertainty_score":0.9992043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006995266998216217,"score_gpt":0.2027903513118761,"score_spread":0.1957950843136599,"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."}}