{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001053405,0.0003563185,0.000498087,0.0001536175,0.0004071195,0.0004337588,0.001030459,0.0002211194,0.0006387499],"category_scores_gemma":[0.001429924,0.0003508604,0.0001404423,0.000778473,0.0003260569,0.0004270758,0.0002530239,0.0001668846,0.00270182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002976254,"about_ca_system_score_gemma":0.0008579078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003213842,"about_ca_topic_score_gemma":0.00001865992,"domain_scores_codex":[0.9968414,0.00008279728,0.0006374543,0.001145685,0.0006046895,0.0006879588],"domain_scores_gemma":[0.9971523,0.0005931498,0.0002996668,0.001319959,0.0003571179,0.0002778427],"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":[0.0002100395,0.0003487855,0.00003174652,0.0001501837,0.00002945999,0.00005495437,0.0004767723,0.0002705001,0.9040728,0.002983244,0.08443172,0.006939789],"study_design_scores_gemma":[0.0006427723,0.00007407271,0.00002283107,0.00004480253,0.0000728333,0.00006476021,0.0001236294,0.00003905676,0.8806869,0.0009446183,0.1168895,0.0003942203],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6774682,0.001317436,0.1719575,0.006438004,0.04578765,0.0189515,0.007097962,0.003021691,0.06795999],"genre_scores_gemma":[0.9605711,0.0000174873,0.007326839,0.0006334148,0.0233576,0.001677511,0.001493717,0.0001343166,0.004788061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2831028,"threshold_uncertainty_score":0.9998943,"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."}}