{"id":"W4290860495","doi":"10.1016/j.biortech.2022.127782","title":"Semisynthetic transformation of banana peel to enhance the conversion of sugars to 5-hydroxymethylfurfural","year":2022,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydrolysis; Chemistry; Monosaccharide; Yield (engineering); Fructose; Cellulosic ethanol; Organic chemistry; Cellulose; Catalysis; Solvent; 5-hydroxymethylfurfural; Enzymatic hydrolysis; Food science; 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":[0.0002178653,0.0001191511,0.0002135746,0.0005863478,0.00008095049,0.000002725454,0.0005272116,0.00008439062,0.0001255324],"category_scores_gemma":[0.00003220452,0.0001085596,0.00008704866,0.001284626,0.00009024719,0.00002697709,0.0001800015,0.000150423,0.00002476702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001113362,"about_ca_system_score_gemma":0.00001037751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005200761,"about_ca_topic_score_gemma":0.00001106603,"domain_scores_codex":[0.9990726,0.00002576557,0.0002934872,0.0001570095,0.0002464637,0.0002047098],"domain_scores_gemma":[0.9993738,0.00003941104,0.00006050951,0.0004488228,0.00003561955,0.00004187145],"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":[0.00003900424,0.00002415859,0.0002632138,0.00006825211,0.00004063866,0.000001419118,0.001767833,0.007960727,0.9742107,0.0002084626,0.001316795,0.01409873],"study_design_scores_gemma":[0.0001251788,0.0001746589,0.0001876694,0.00001344991,0.00002960259,0.000008058772,0.002074833,0.004518542,0.9484049,0.00002721969,0.0443115,0.0001243853],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951823,0.0001901519,0.002002491,0.001703976,0.0001042029,0.0003276056,0.00004512079,0.0001957326,0.0002483937],"genre_scores_gemma":[0.999541,0.000007319913,0.0002823036,0.00005188106,0.000005275048,0.00004259299,0.00001182919,0.00001889621,0.00003892213],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0429947,"threshold_uncertainty_score":0.442693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003307485666746879,"score_gpt":0.203147292645921,"score_spread":0.1998398069791741,"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."}}