{"id":"W3113488093","doi":"10.1016/j.biortech.2020.124565","title":"Identifying economical route for crude glycerol valorization: Biodiesel versus polyhydroxy-butyrate (PHB)","year":2020,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":41,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biodiesel; Glycerol; Biodiesel production; Raw material; Pulp and paper industry; Chemistry; Bioenergy; Waste management; Biofuel; Environmental science; Food science; Organic chemistry; Catalysis; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00006837696,0.0001880709,0.0001978256,0.0000983116,0.0001021879,0.00002768205,0.0002817628,0.0003544326,0.00001104056],"category_scores_gemma":[0.0001948685,0.0001954124,0.0001001607,0.0001978076,0.0001155167,0.000004312467,0.0001388166,0.0001155018,0.00003591777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001877286,"about_ca_system_score_gemma":0.000027772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005888243,"about_ca_topic_score_gemma":0.000003954628,"domain_scores_codex":[0.9988847,0.00001346855,0.0002319342,0.0005196751,0.00004801498,0.0003022454],"domain_scores_gemma":[0.9994735,0.000004128935,0.0000841783,0.0003029826,0.00005344359,0.00008180888],"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":[0.0002600932,0.00001671231,0.0002328661,0.00002476729,0.00006636076,7.343015e-7,0.00003336845,0.00008717375,0.994269,0.0005206183,0.001427143,0.003061179],"study_design_scores_gemma":[0.001032542,0.0003284793,0.00007453006,0.00000474779,0.00003275128,0.000006813993,0.00007295536,0.0002695273,0.6755552,0.00003450445,0.3223732,0.0002146939],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9726294,0.00153407,0.01985317,0.004541542,0.0006882726,0.0003317868,0.00009127912,0.0002612153,0.00006926245],"genre_scores_gemma":[0.9941462,0.0001163824,0.003886119,0.0002318108,0.001177582,0.00004905354,0.0001492581,0.0000378386,0.0002057733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3209461,"threshold_uncertainty_score":0.7968685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.030582670272938,"score_gpt":0.253560914027439,"score_spread":0.222978243754501,"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."}}