{"id":"W4404887873","doi":"10.18331/brj2024.11.4.3","title":"Techno-economic and environmental assessment of a sugarcane biorefinery: direct and indirect production pathways of biobased adipic acid","year":2024,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Research Foundation","keywords":"Biorefinery; Adipic acid; Production (economics); Pulp and paper industry; Chemistry; Environmental science; Biochemical engineering; Waste management; Biofuel; Engineering; Organic chemistry; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001287508,0.000122759,0.0001881457,0.0006507062,0.00009267927,0.00006285769,0.00009236477,0.0001004849,0.00009153488],"category_scores_gemma":[0.0000279431,0.0001013154,0.00004748839,0.0002102655,0.0003327277,0.0001769331,0.00006805627,0.000453489,0.000003839841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001933679,"about_ca_system_score_gemma":0.00009326288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001809389,"about_ca_topic_score_gemma":0.000002692438,"domain_scores_codex":[0.9988667,0.00008097741,0.0002753635,0.0002369829,0.0003003781,0.0002396288],"domain_scores_gemma":[0.9996363,0.00003383293,0.00004101915,0.0001442765,0.00002353027,0.0001210767],"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":[0.00002456917,0.00003845637,0.004412365,0.0006520441,0.00008050592,0.000009747179,0.0001113436,0.00001518778,0.9538026,0.00002658199,0.0005577942,0.04026874],"study_design_scores_gemma":[0.0004711769,0.0005093483,0.0144148,0.0002913423,0.00003229673,0.0003277757,0.0005952799,0.006704847,0.9640017,0.0003009174,0.01212617,0.0002243117],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889624,0.009670195,0.00002578074,0.00027677,0.0004186966,0.0001921897,0.00007167579,0.00005611706,0.0003261681],"genre_scores_gemma":[0.9903794,0.008903584,0.0004397799,0.000001696886,0.0001828583,0.000006293557,0.000008939593,0.00001941365,0.00005803585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04004443,"threshold_uncertainty_score":0.4131522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03103418381091176,"score_gpt":0.2849970771192746,"score_spread":0.2539628933083628,"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."}}