{"id":"W2170537671","doi":"10.1007/s00253-012-3921-7","title":"Bioconversion of crude glycerol by fungi","year":2012,"lang":"en","type":"review","venue":"Applied Microbiology and Biotechnology","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":83,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Bioconversion; Glycerol; Biodiesel; Chemistry; Biodiesel production; Petrochemical; Pulp and paper industry; Food science; Organic chemistry; Catalysis; Fermentation","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":[0.0002362196,0.001136257,0.0008419289,0.001204271,0.000139855,0.0005897139,0.0007454203,0.0005267978,0.0009062099],"category_scores_gemma":[0.0001919736,0.0002808561,0.0003227711,0.001706449,0.0002833655,0.0006543261,0.000473893,0.0006740633,0.001338096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004102959,"about_ca_system_score_gemma":0.0003712123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001076432,"about_ca_topic_score_gemma":0.001959598,"domain_scores_codex":[0.9998786,0.00001024546,0.00001364841,0.00002743578,0.00005352464,0.00001641291],"domain_scores_gemma":[0.9999405,0.0000163865,0.00001535683,0.000005357153,0.0000150311,0.000007312911],"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":[0.0001027677,0.00008068602,0.0001248338,0.008402442,0.00006732252,0.0002419257,0.00002055786,0.0004975486,0.03812604,0.001621016,0.00465617,0.9460586],"study_design_scores_gemma":[0.00005093052,0.0002863975,0.001976205,0.001120534,0.0002079996,0.001837107,0.00003922761,0.0005915805,0.08719338,0.001772897,0.9048758,0.00004801287],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002805248,0.9922727,0.001331795,0.000108095,0.0002359599,0.000008449088,0.00004421614,0.00002627762,0.003167253],"genre_scores_gemma":[0.01459092,0.9791885,0.001021894,0.0001533037,0.0001359034,0.00001196613,0.0001351614,0.000007890763,0.004754412],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001204271,"threshold_uncertainty_score":0.003031552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00812079390446192,"score_gpt":0.2213275707956801,"score_spread":0.2132067768912181,"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."}}