{"id":"W4328105405","doi":"10.1016/j.cattod.2023.114127","title":"Sulfosuccinic acid-based metal-center catalysts for the synthesis of HMF from carbohydrates","year":2023,"lang":"en","type":"article","venue":"Catalysis Today","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Catalysis; Chemistry; Bifunctional; Yield (engineering); Fructose; Isomerization; Sucrose; Ligand (biochemistry); Organic chemistry; Substrate (aquarium); Bifunctional catalyst; 5-hydroxymethylfurfural; Combinatorial chemistry; Biochemistry; Materials science","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0004061009,0.000311642,0.0005717044,0.0004127504,0.0001262004,0.00003994241,0.0006359353,0.0001417406,0.00007034832],"category_scores_gemma":[0.0002555867,0.0002416335,0.0007142141,0.001375691,0.0001067598,0.000150148,0.0001020836,0.0001038558,0.0002842142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000103264,"about_ca_system_score_gemma":0.00003448655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002672274,"about_ca_topic_score_gemma":0.0002270154,"domain_scores_codex":[0.9982944,0.00003542751,0.000519254,0.0004027708,0.0003389798,0.0004092105],"domain_scores_gemma":[0.9973177,0.001186539,0.0001235594,0.001176363,0.00009941866,0.00009642974],"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":[0.00008453452,0.0001231626,0.002003329,0.0003026828,0.003864674,0.00001454947,0.0006436565,0.01088605,0.9462636,0.00003185693,0.0202849,0.01549701],"study_design_scores_gemma":[0.0004738101,0.00001254049,0.001097006,0.00003486784,0.001100335,5.792701e-7,0.0001676943,0.05485174,0.9376693,0.00003193576,0.004287371,0.000272834],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914109,0.001991882,0.001631812,0.0007219659,0.000906689,0.0006769842,0.001528254,0.0007801609,0.0003513586],"genre_scores_gemma":[0.9971361,0.00006858291,0.0001628171,0.00003229911,0.0000904283,0.0002687061,0.002059307,0.00008067187,0.0001010951],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04396569,"threshold_uncertainty_score":0.9853528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01211661655959718,"score_gpt":0.2162873944172759,"score_spread":0.2041707778576788,"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."}}