{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002216337,0.000451118,0.0005273691,0.0003794389,0.0001697493,0.00007286661,0.0005697337,0.00016276,0.0002824035],"category_scores_gemma":[0.000009403603,0.0004167854,0.0002216732,0.001286556,0.0001104748,0.0001337734,0.0001736306,0.0001788125,0.002739465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002247828,"about_ca_system_score_gemma":0.00004189343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007054413,"about_ca_topic_score_gemma":0.0004432606,"domain_scores_codex":[0.9976903,0.00001616613,0.0004396366,0.0007040619,0.0004611945,0.0006886251],"domain_scores_gemma":[0.9983214,0.00001677357,0.00007039918,0.001161787,0.00006647456,0.0003631734],"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":[0.00007042452,0.00003341656,0.0001526789,0.00001799305,0.0004824561,0.000009961088,0.0005344474,0.001160218,0.986528,0.0001261426,0.004953413,0.005930782],"study_design_scores_gemma":[0.0006735576,0.0001127294,0.0004705032,0.000008070094,0.0002970613,0.00002075749,0.0000939443,0.001774523,0.9808957,0.00003803582,0.01500933,0.0006057915],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913799,0.0002306654,0.003507572,0.0001515609,0.0001561987,0.0003312477,0.0000246608,0.000539825,0.003678375],"genre_scores_gemma":[0.9941847,0.00001605374,0.003852662,0.0003687646,0.00055178,0.0001375123,0.000380809,0.000124412,0.0003832666],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01005591,"threshold_uncertainty_score":0.9998284,"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."}}