{"id":"W4225370593","doi":"10.1002/9781119827665.ch4","title":"Pollution Protection Using Novel Membrane Catalytic Reactors","year":2022,"lang":"en","type":"other","venue":"","topic":"Catalysis and Hydrodesulfurization Studies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Exothermic reaction; Dehydrogenation; Membrane; Endothermic process; Catalysis; Hydrogen; Chemistry; Membrane reactor; Chemical engineering; Process engineering; Organic chemistry; Engineering; Adsorption","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":[0.0001290642,0.000302315,0.0003473356,0.0002615771,0.0002306498,0.0009686365,0.0006576655,0.0008969124,0.002024893],"category_scores_gemma":[0.0001209728,0.0002200956,0.0005241777,0.0002758469,0.0002190248,0.0008954915,0.0003508098,0.0006414747,0.001345432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004735705,"about_ca_system_score_gemma":0.0002054344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003097092,"about_ca_topic_score_gemma":0.0003135785,"domain_scores_codex":[0.9998657,0.00001318903,0.000005270048,0.00003828637,0.00005765734,0.00001996232],"domain_scores_gemma":[0.9999679,0.000006495757,0.000006983087,0.000004488221,0.00001073165,0.000003320361],"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":[0.0001153261,0.00009017975,0.0002367696,0.001001479,0.000045047,0.0003732012,0.00008052529,0.004878753,0.8632154,0.02427552,0.003973697,0.1017141],"study_design_scores_gemma":[0.00002298354,0.0001810458,0.0004446263,0.00007372922,0.00003619863,0.0005409686,0.000044187,0.02291715,0.8085643,0.001988186,0.1651603,0.00002641157],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2677674,0.08975201,0.4852233,0.002435079,0.002114668,0.0002643617,0.0004710174,0.003928892,0.1480432],"genre_scores_gemma":[0.7297729,0.04520028,0.1294348,0.0007002822,0.0003300579,0.0001542178,0.0004349964,0.0001642734,0.0938082],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002024893,"threshold_uncertainty_score":0.006773949,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02579677758582986,"score_gpt":0.2178165559537264,"score_spread":0.1920197783678965,"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."}}