{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005876281,0.00083626,0.0005863698,0.0007732512,0.0001756395,0.0007012041,0.0006049149,0.000590923,0.001532014],"category_scores_gemma":[0.0003336606,0.0004319542,0.000652021,0.0006854178,0.0002450254,0.001131556,0.0004322244,0.0009337594,0.001462181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006735689,"about_ca_system_score_gemma":0.0005057296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006630575,"about_ca_topic_score_gemma":0.0007982087,"domain_scores_codex":[0.9997664,0.0000225935,0.00002673441,0.00006453806,0.00008031263,0.00003947808],"domain_scores_gemma":[0.9998784,0.00003954736,0.00002500597,0.00001067522,0.00003358653,0.00001268918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001710939,0.0003092379,0.0005022632,0.02104239,0.0001310419,0.0007237146,0.0002432471,0.005427506,0.4449467,0.02391149,0.008179403,0.4944118],"study_design_scores_gemma":[0.00003381542,0.0008002832,0.001316103,0.0006953322,0.0001542333,0.001024799,0.00006768082,0.002599592,0.2999681,0.002251476,0.6910094,0.00007918139],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03185618,0.9302646,0.01671712,0.0004703671,0.0007946164,0.00006910686,0.0002928026,0.0001779663,0.01935728],"genre_scores_gemma":[0.1320525,0.8439616,0.01562455,0.0002927983,0.0003201027,0.0001201387,0.0005778325,0.00006359416,0.006986895],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001532014,"threshold_uncertainty_score":0.005125105,"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."}}