{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0001871617,0.0004338421,0.001016968,0.0001894276,0.00005666752,0.000003973763,0.0002990705,0.002620708,0.00001873571],"category_scores_gemma":[0.00001549816,0.0003557144,0.0001706939,0.0001820593,0.000466491,0.000001696509,0.0002934523,0.0003716041,0.00003131207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001261783,"about_ca_system_score_gemma":0.00004039726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005449174,"about_ca_topic_score_gemma":0.000001470248,"domain_scores_codex":[0.9984478,0.00004901952,0.0004426688,0.000638422,0.00002246127,0.0003996625],"domain_scores_gemma":[0.9991154,0.000007901143,0.0003041363,0.0004895284,0.00003011522,0.00005293796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001498637,0.00003447983,4.676903e-7,0.0010118,0.0001319909,1.73271e-7,0.000002234016,2.073959e-8,0.6671699,0.000157972,0.001964575,0.3295114],"study_design_scores_gemma":[0.000140899,0.0000859127,1.342507e-7,0.00009621293,0.0002419972,0.0001519334,0.000004965233,1.345186e-8,0.3372547,0.000002771081,0.6617906,0.0002298672],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001896548,0.9967093,0.0002059048,0.00004145802,0.0003650829,0.0004496706,0.000233204,0.00004592617,0.00005287604],"genre_scores_gemma":[0.004904401,0.9927989,0.0004065568,0.00005016803,0.0002092783,0.00003654169,0.001340023,0.00004197258,0.0002121894],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.659826,"threshold_uncertainty_score":0.9998895,"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."}}