{"id":"W4214741616","doi":"10.3390/en15051717","title":"Bioresource Technology for Bioenergy: Development and Trends","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Bioenergy; Biomass (ecology); Biofuel; Biotechnology; Biology; Ecology","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":[0.002453368,0.0007335697,0.0003911057,0.002130629,0.0005187775,0.00382028,0.0005341881,0.001367596,0.004476408],"category_scores_gemma":[0.001826473,0.000212682,0.0003767919,0.005575913,0.0006386851,0.004068062,0.001199378,0.002571316,0.003123825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002104589,"about_ca_system_score_gemma":0.003875014,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003067917,"about_ca_topic_score_gemma":0.005982953,"domain_scores_codex":[0.9989267,0.00009590635,0.00008478216,0.0000905132,0.0006958985,0.0001061923],"domain_scores_gemma":[0.9980937,0.0002865112,0.0001803168,0.00003717238,0.001189259,0.0002132046],"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":[0.0001200817,0.0001604754,0.002335385,0.003683371,0.00003821008,0.0001378651,0.0002661389,0.0004237367,0.01061439,0.05823692,0.1797544,0.744229],"study_design_scores_gemma":[0.000003682313,0.0000643092,0.001330638,0.0005873711,0.00001202456,0.0001449245,0.0001817667,0.000191683,0.002834342,0.004058285,0.9905776,0.00001358862],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01164347,0.7795534,0.007736734,0.07664169,0.00954245,0.0000899626,0.001558021,0.0004553532,0.1127789],"genre_scores_gemma":[0.03706573,0.8810754,0.01587512,0.01770827,0.002219376,0.00006035483,0.002596838,0.0001729343,0.04322589],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004476408,"threshold_uncertainty_score":0.01526999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008537963363897515,"score_gpt":0.1878013350200909,"score_spread":0.1792633716561934,"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."}}