{"id":"W2899536201","doi":"","title":"Development of a reactor-heat exchanger of monolith type for three-phase hydrogenation reactions: proof of concept and modelling strategy","year":2017,"lang":"en","type":"preprint","venue":"Open Archive Toulouse Archive Ouverte (University of Toulouse)","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Monolith; Catalysis; Materials science; Chemical engineering; Microreactor; Autoclave; Reaction rate; Heat exchanger; Coating; Isothermal process; Chemical kinetics; Chemistry; Kinetics; Composite material; Thermodynamics; Organic chemistry; Metallurgy","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000222851,0.000326191,0.001043557,0.0003980972,0.0002091182,0.00002588867,0.0007830787,0.0001201827,0.00001986428],"category_scores_gemma":[0.00003127224,0.0003818921,0.0002009727,0.0001080387,0.0003503516,0.0002665996,0.001065442,0.0002362402,5.632811e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006382092,"about_ca_system_score_gemma":0.0002476384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001327868,"about_ca_topic_score_gemma":0.004339676,"domain_scores_codex":[0.9984074,0.00004847631,0.0005885562,0.0004557429,0.0002681582,0.0002316153],"domain_scores_gemma":[0.9980766,0.0001490504,0.0007218098,0.000654383,0.0002997356,0.00009838664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002150513,0.001252025,0.0004395111,0.006409804,0.006043932,0.00001260683,0.10281,0.7497287,0.05481043,0.002623175,0.001856965,0.07186238],"study_design_scores_gemma":[0.004061795,0.0004606242,0.001814905,0.001581795,0.0008495067,0.000003345292,0.002927777,0.9483625,0.02895754,0.006333568,0.003738996,0.0009076887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.497645,0.0003684744,0.4952289,0.00002406774,0.0001084809,0.00192969,0.002211225,0.00003949726,0.002444634],"genre_scores_gemma":[0.9534131,0.0006622405,0.0450552,0.000001665522,0.00002279512,0.00001067484,0.0006272096,0.00005187058,0.0001552747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4557681,"threshold_uncertainty_score":0.9998633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06831608695106918,"score_gpt":0.2734146319582891,"score_spread":0.2050985450072199,"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."}}