{"id":"W3212586176","doi":"10.3390/polym13223917","title":"Syngas Fermentation for the Production of Bio-Based Polymers: A Review","year":2021,"lang":"en","type":"review","venue":"Polymers","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Syngas; Biochemical engineering; Lignocellulosic biomass; Cellulosic ethanol; Fermentation; Biomass (ecology); Pulp and paper industry; Fossil fuel; Bioprocess; Biofuel; Polyhydroxyalkanoates; Commodity chemicals; Biotechnology; Chemistry; Waste management; Engineering; Food science; Organic chemistry; Chemical engineering; Catalysis; Cellulose; Biology","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":[0.0006001056,0.001257574,0.001325565,0.003367731,0.0003912685,0.001576553,0.0009295673,0.0009823949,0.003965663],"category_scores_gemma":[0.000649523,0.0004993501,0.0009071473,0.004759573,0.0003836824,0.002092425,0.0007516604,0.001199594,0.001572864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004338746,"about_ca_system_score_gemma":0.001164691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00102736,"about_ca_topic_score_gemma":0.001322707,"domain_scores_codex":[0.9997565,0.00002795026,0.00003999248,0.00006019721,0.00008760766,0.00002768883],"domain_scores_gemma":[0.9995337,0.000201862,0.0001107636,0.00001501459,0.00009829275,0.00004039867],"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":[0.0001274171,0.0002764393,0.0003747776,0.09487922,0.0002303364,0.0004649482,0.0001779486,0.001595656,0.0112498,0.00567873,0.02120012,0.8637446],"study_design_scores_gemma":[0.00001422468,0.0002972085,0.001151497,0.007749562,0.0003075115,0.001042361,0.0001094139,0.000427557,0.003243892,0.00169272,0.9839163,0.00004773233],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004226637,0.9979203,0.0003247036,0.0001079005,0.0001368779,0.00001002349,0.00004010245,0.00001009079,0.001027308],"genre_scores_gemma":[0.001407142,0.9976266,0.0003679274,0.00008839391,0.00007939243,0.0000103822,0.00005076674,0.000002595028,0.0003668264],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003965663,"threshold_uncertainty_score":0.0132665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04548335860052079,"score_gpt":0.3058136863108032,"score_spread":0.2603303277102825,"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."}}