{"id":"W4406677235","doi":"10.5267/j.ccl.2025.1.001","title":"A review on conversions of Furfural: Gateway for numerous applications","year":2025,"lang":"en","type":"review","venue":"Current Chemistry Letters","topic":"Catalysis for Biomass Conversion","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry; Furfural; Gateway (web page); Combinatorial chemistry; Stereochemistry; Organic chemistry; World Wide Web; Catalysis; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002387067,0.000953222,0.0007780608,0.0019153,0.0003393466,0.0008708187,0.0005637336,0.0005957519,0.008091812],"category_scores_gemma":[0.0003395416,0.0003727587,0.0005293844,0.002517617,0.0001998581,0.001225423,0.0004879568,0.001245899,0.004107401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003926316,"about_ca_system_score_gemma":0.0008089874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006223471,"about_ca_topic_score_gemma":0.001204815,"domain_scores_codex":[0.999853,0.00001499637,0.00001655868,0.00003282037,0.00006264824,0.00001990998],"domain_scores_gemma":[0.9998908,0.00003674002,0.00002138156,0.000005758529,0.00003275676,0.00001258184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007355347,0.0001306342,0.0001665172,0.04469345,0.000104982,0.0004296913,0.0001239777,0.0007948895,0.02423717,0.01154047,0.05142127,0.8662835],"study_design_scores_gemma":[0.000003657348,0.00006216059,0.0002017633,0.001260175,0.00004186922,0.0004191351,0.00002402807,0.00005498564,0.002336785,0.0008166836,0.9947684,0.00001045768],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007291643,0.9898693,0.0007589199,0.0002721402,0.0004673098,0.00001831032,0.0001403334,0.00003462415,0.007709796],"genre_scores_gemma":[0.002456266,0.9927602,0.0007084567,0.0002181394,0.0001334132,0.00001905428,0.0001803486,0.000007240886,0.003516991],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008091812,"threshold_uncertainty_score":0.02706981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02300849742466637,"score_gpt":0.3081011752339963,"score_spread":0.2850926778093299,"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."}}