{"id":"W3150354872","doi":"10.3390/catal11040440","title":"Catalyst Special Issue on Catalytic Reactors Design for Industrial Applications","year":2021,"lang":"en","type":"article","venue":"Catalysts","topic":"Catalytic Processes in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Catalysis; Biochemical engineering; Business; Process engineering; Chemistry; Engineering; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009908151,0.001195466,0.001218898,0.0008007548,0.0008470434,0.002426191,0.001604972,0.002729101,0.04222253],"category_scores_gemma":[0.001198058,0.0005958612,0.0006029636,0.0009523301,0.0004210759,0.001904096,0.0009964643,0.002963404,0.02416673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008977011,"about_ca_system_score_gemma":0.0009914138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004315606,"about_ca_topic_score_gemma":0.0009403887,"domain_scores_codex":[0.9992825,0.00003593113,0.00004233237,0.000132444,0.0004325791,0.00007433738],"domain_scores_gemma":[0.9992476,0.0001201705,0.00004644469,0.00005883579,0.0004220072,0.0001050315],"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":[0.0001979937,0.0001268293,0.0001199611,0.001819136,0.0000491343,0.0001285615,0.0000201953,0.0006904812,0.0245112,0.009249807,0.7960172,0.1670695],"study_design_scores_gemma":[0.00001686411,0.00008586537,0.0001331391,0.00005622281,0.00001898802,0.0001095993,0.000006889288,0.000527705,0.00663253,0.001367781,0.991035,0.000009427718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.005332967,0.183958,0.03054842,0.02284181,0.4925655,0.0005704191,0.001797754,0.00153496,0.2608502],"genre_scores_gemma":[0.02559979,0.1572886,0.01387127,0.01000845,0.1514349,0.00035669,0.004603302,0.001699942,0.635137],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04222253,"threshold_uncertainty_score":0.1412484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05175516613635411,"score_gpt":0.2917243660360748,"score_spread":0.2399691998997207,"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."}}