{"id":"W2810784671","doi":"10.1016/j.apcata.2018.06.034","title":"Levulinic acid upgrade to succinic acid with hydrogen peroxide","year":2018,"lang":"en","type":"article","venue":"Applied Catalysis A General","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Levulinic acid; Succinic acid; Chemistry; Hydrogen peroxide; Catalysis; Organic chemistry; Reactivity (psychology); Acetic acid; Selectivity; Solvent; Reagent","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":[0.0001411847,0.0005212198,0.000265641,0.0002204749,0.0001684609,0.0003295889,0.0003251285,0.0003273951,0.001535704],"category_scores_gemma":[0.0001228805,0.0001486552,0.0003632556,0.0002325214,0.0001717593,0.0004800432,0.0004521404,0.0004422979,0.0006378806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003931556,"about_ca_system_score_gemma":0.0002321733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00092759,"about_ca_topic_score_gemma":0.00119279,"domain_scores_codex":[0.9998801,0.00001395854,0.00001061205,0.00002367686,0.00002371306,0.00004790271],"domain_scores_gemma":[0.9999557,0.000004332417,0.0000068708,0.000007844375,0.000009948214,0.00001536204],"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":[0.0002697822,0.00009943642,0.0005165493,0.0001339749,0.00004055443,0.0004547474,0.00006375356,0.0004758579,0.9859744,0.0009355447,0.0002825102,0.01075295],"study_design_scores_gemma":[0.000007574645,0.0001541534,0.0004930465,0.000003229116,0.00001041241,0.00006007335,0.0000212737,0.0004661002,0.9953007,0.0000690821,0.003409135,0.000005129173],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778821,0.001652036,0.008555944,0.0003274821,0.0001936729,0.00006658184,0.0002673596,0.0002733834,0.01078157],"genre_scores_gemma":[0.9942577,0.0004979764,0.001269926,0.00003195147,0.00001178982,0.00001000439,0.0001739379,0.00002314611,0.003723532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001535704,"threshold_uncertainty_score":0.005137503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005831370734798827,"score_gpt":0.1955313665135419,"score_spread":0.1896999957787431,"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."}}