{"id":"W4402787548","doi":"10.1021/acs.iecr.4c01673","title":"Advances in Continuous Flow Production of 5-(Hydroxymethyl)furfural, 2,5-Furandicarboxylic Acid, 2,5-Diformylfuran, and 2,5-Dimethylfuran","year":2024,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Canada Research Chairs","keywords":"Furfural; Hydroxymethyl; Chemistry; Production (economics); Organic chemistry; Pulp and paper industry; Catalysis; Economics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001235735,0.0003042757,0.0004577737,0.0005458654,0.00004843863,0.00009892671,0.0002904209,0.0003975737,0.0000627449],"category_scores_gemma":[0.0005079744,0.000315776,0.0001099438,0.001774594,0.0001636672,0.0004580216,0.0001086855,0.001255449,0.0000123466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002715728,"about_ca_system_score_gemma":0.00007424605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003977746,"about_ca_topic_score_gemma":0.000005517875,"domain_scores_codex":[0.9976258,0.00004050324,0.0005380283,0.0005066225,0.0006492257,0.0006398339],"domain_scores_gemma":[0.9990637,0.000251073,0.00002837232,0.0003912968,0.0000900653,0.0001755227],"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":[0.00004573028,0.0000197041,0.0001271748,0.0009408942,0.0000610248,0.00004087483,0.0001750135,0.01415007,0.9456156,0.000007497098,0.0004013939,0.03841503],"study_design_scores_gemma":[0.0006358972,0.0000372029,0.0000368934,0.0005832359,0.00002243373,0.00003861786,0.0001148863,0.08153317,0.9047649,0.00002829974,0.01190479,0.0002996784],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796717,0.01764093,0.0000486287,0.0001506,0.0008999036,0.0004123458,0.00003077,0.0004355111,0.0007096658],"genre_scores_gemma":[0.9976739,0.001473974,0.00006597965,6.424769e-7,0.0004895534,0.00006212306,0.00004916342,0.00007372806,0.0001109961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0673831,"threshold_uncertainty_score":0.9999294,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02389064193271774,"score_gpt":0.2809839290535505,"score_spread":0.2570932871208327,"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."}}