{"id":"W2052869992","doi":"10.1016/j.biotechadv.2008.10.004","title":"Direct lactic acid fermentation: Focus on simultaneous saccharification and lactic acid production","year":2008,"lang":"en","type":"review","venue":"Biotechnology Advances","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":279,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Lactic acid; Raw material; Fermentation; Biomass (ecology); Hydrolysis; Pulp and paper industry; Chemistry; Cellulosic ethanol; Lactic acid fermentation; Metabolic engineering; Lignocellulosic biomass; Biotechnology; Food science; Biochemistry; Cellulose; Organic chemistry; Bacteria; Biology; Enzyme; Agronomy; Engineering","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":[0.0006028713,0.001292075,0.001739373,0.001501282,0.0002338221,0.001158015,0.001024863,0.0009865697,0.002075116],"category_scores_gemma":[0.0003441576,0.0004352412,0.0006193048,0.002742908,0.0004577285,0.001881079,0.0007913976,0.001477913,0.002408532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004878422,"about_ca_system_score_gemma":0.0008213734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006965057,"about_ca_topic_score_gemma":0.00143782,"domain_scores_codex":[0.9998248,0.00001670228,0.00001870962,0.00004538409,0.00007529221,0.00001906198],"domain_scores_gemma":[0.999808,0.00007001944,0.00003511152,0.00001011132,0.00005566478,0.00002105993],"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":[0.0001102161,0.0001529968,0.0001642098,0.01127713,0.000102277,0.0002396988,0.00003659325,0.0006764674,0.02030502,0.002778489,0.006176953,0.9579799],"study_design_scores_gemma":[0.00003456051,0.0002747251,0.0009525738,0.001646705,0.0001840551,0.001724083,0.00007154503,0.0003314639,0.01594706,0.0016298,0.9771665,0.0000370355],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008044469,0.9951468,0.00125094,0.0001502376,0.0002266565,0.000008117863,0.0000215854,0.00001606795,0.002375209],"genre_scores_gemma":[0.001976394,0.9949509,0.0009486804,0.0001358885,0.00008845679,0.000007123484,0.00004764983,0.000003828207,0.001841106],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002075116,"threshold_uncertainty_score":0.006941915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02012626662937829,"score_gpt":0.2700209696661104,"score_spread":0.2498947030367321,"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."}}