{"id":"W2162639753","doi":"10.1039/c3cy00935a","title":"Na<sub>2</sub>HPO<sub>4</sub>-modified NaY nanocrystallites: efficient catalyst for acrylic acid production through lactic acid dehydration","year":2014,"lang":"en","type":"article","venue":"Catalysis Science & Technology","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Education and Child Care","funders":"","keywords":"Catalysis; Dehydration; Acrylic acid; Lactic acid; Yield (engineering); Chemistry; Nuclear chemistry; Materials science; Organic chemistry; Copolymer; Metallurgy; Polymer; Biochemistry","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":[0.001337647,0.0006448961,0.0007618818,0.002377816,0.0009403413,0.0002014014,0.001412933,0.0005487393,0.000002914521],"category_scores_gemma":[0.001223803,0.0006652257,0.0003558951,0.007732064,0.001549079,0.001161391,0.0003686614,0.0004319969,0.0001986869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155167,"about_ca_system_score_gemma":0.0001803705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001060726,"about_ca_topic_score_gemma":0.00009378124,"domain_scores_codex":[0.9951729,0.00004500533,0.0008772784,0.001709109,0.0008907217,0.001305019],"domain_scores_gemma":[0.9966972,0.00008152897,0.0003741763,0.002085057,0.0005534037,0.0002086051],"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":[0.00002407693,0.00009611307,0.00004373258,0.0001137364,0.00008176555,0.000002733694,0.0003689768,0.005734345,0.965095,0.0006111596,0.0001622627,0.02766613],"study_design_scores_gemma":[0.0004912874,0.0001151239,0.00005518079,0.00004839498,0.0002792987,0.0000647318,0.0003456855,0.05535405,0.9411905,0.000446633,0.0009341164,0.0006749991],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8995814,0.0006376806,0.09545519,0.0005692827,0.001206701,0.0008767865,0.00003025678,0.001520297,0.0001224367],"genre_scores_gemma":[0.9978799,0.00007670019,0.0008638437,0.00005371931,0.0001768925,0.000442751,0.0004013473,0.00009515155,0.0000097272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0982985,"threshold_uncertainty_score":0.9995799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008370827069652694,"score_gpt":0.2151024828735351,"score_spread":0.2067316558038824,"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."}}