{"id":"W4390675160","doi":"10.1039/d3gc04543a","title":"Electroreductive upgradation of biomass into high-value chemicals and energy-intensive biofuels","year":2024,"lang":"en","type":"article","venue":"Green Chemistry","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Biofuel; Biomass (ecology); Value (mathematics); Environmental science; Business; Waste management; Engineering; Biology; Computer science; Agronomy","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001913269,0.0005583748,0.000228832,0.0004484752,0.0001957463,0.0003352427,0.0003026798,0.000387652,0.001314442],"category_scores_gemma":[0.0002684775,0.0001347466,0.0003512268,0.0004285306,0.0004438076,0.0005868213,0.0004140966,0.0007893697,0.0005625334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000281214,"about_ca_system_score_gemma":0.0001935122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005453312,"about_ca_topic_score_gemma":0.001584732,"domain_scores_codex":[0.9998381,0.00001842483,0.000008283981,0.00003066212,0.00007696945,0.0000274454],"domain_scores_gemma":[0.9999512,0.00001624306,0.000007682827,0.000006506603,0.00001286352,0.00000550122],"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":[0.00003280106,0.00005209492,0.0001415783,0.0003912166,0.00001660572,0.0001329592,0.00003659743,0.0007996569,0.9646943,0.002832045,0.0004269333,0.03044331],"study_design_scores_gemma":[0.000004317484,0.00008725672,0.0006559369,0.00001415553,0.00001207741,0.0002547765,0.00003360327,0.001111213,0.9777008,0.0009065691,0.01920968,0.000009619989],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7410595,0.09896541,0.09061687,0.002564562,0.001136086,0.0001558019,0.0008341738,0.0008004586,0.06386723],"genre_scores_gemma":[0.8972387,0.06942698,0.01389563,0.0003702894,0.0001394908,0.00003447787,0.0007604347,0.00006216003,0.01807183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001314442,"threshold_uncertainty_score":0.004397213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004451669353257279,"score_gpt":0.2135229677727639,"score_spread":0.2090712984195066,"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."}}