{"id":"W2751036628","doi":"10.18331/brj2017.4.3.6","title":"A comprehensive review on the implementation of the biorefinery concept in biodiesel production plants","year":2017,"lang":"en","type":"review","venue":"Biofuel Research Journal","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biorefinery; Biodiesel; Biodiesel production; Sustainability; Production (economics); Biomass (ecology); Environmental science; Biofuel; Biochemical engineering; Engineering; Waste management; Economics; Chemistry","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":[0.00177763,0.0002364948,0.0006373509,0.0003008388,0.0005351085,0.00009483603,0.0008920787,0.0001256195,0.0001425192],"category_scores_gemma":[0.0002922939,0.0001188553,0.0002628778,0.0005350265,0.0004040465,0.00008555979,0.0001168523,0.001780685,0.00006572707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002231494,"about_ca_system_score_gemma":0.0002973246,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000231916,"about_ca_topic_score_gemma":0.00001410126,"domain_scores_codex":[0.9973656,0.0006525218,0.0007246058,0.000243188,0.0006535214,0.000360541],"domain_scores_gemma":[0.9982723,0.0001883101,0.0003670889,0.0008300969,0.0002772204,0.00006498516],"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":[0.00000186677,0.00002542866,0.000004759736,0.009971862,0.00007940108,0.000001480563,0.0000917709,0.000001848864,0.00001972177,0.00007204789,0.0765734,0.9131564],"study_design_scores_gemma":[0.0000769145,0.00002259583,0.00008005496,0.01814186,0.00003461061,0.00008714922,0.0002174772,0.000001566059,0.00008137374,0.00008354203,0.9810598,0.0001130289],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004084731,0.9944503,0.000001303268,0.00269598,0.0006028119,0.00178228,0.00010312,0.0000166181,0.0003067322],"genre_scores_gemma":[0.0002062886,0.9988777,0.00001392494,0.00003363125,0.0004464819,0.0002461723,0.0000215442,0.00002628796,0.0001279569],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9130434,"threshold_uncertainty_score":0.773629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3754645408169213,"score_gpt":0.4888167066647056,"score_spread":0.1133521658477843,"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."}}