{"id":"W3128151465","doi":"10.1021/cen-09905-buscon11","title":"Jungbunzlauer looks at lactic acid","year":2021,"lang":"en","type":"article","venue":"C&EN Global Enterprise","topic":"Biopolymer Synthesis and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lactic acid; Polylactic acid; Citric acid; Fermentation; Business; Lactic acid fermentation; Chemistry; Food science; Biology; Bacteria; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005923234,0.0007421619,0.0002295192,0.000735934,0.00195807,0.003205377,0.0004139496,0.001927418,0.07395769],"category_scores_gemma":[0.0008241408,0.0002674757,0.0003525231,0.0006288521,0.0007013812,0.003038722,0.001531497,0.003050677,0.03579739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001295183,"about_ca_system_score_gemma":0.001245858,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004278276,"about_ca_topic_score_gemma":0.01325023,"domain_scores_codex":[0.9994794,0.00003796917,0.00001042243,0.00007665261,0.0002727281,0.0001229534],"domain_scores_gemma":[0.9994124,0.00004758428,0.0000221469,0.00003028749,0.000186362,0.0003012411],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000898314,0.0000617484,0.0005631671,0.0001058901,0.000004764982,0.0001853204,0.0002594793,0.00004674685,0.004200077,0.01494698,0.8893256,0.09021033],"study_design_scores_gemma":[0.000001689489,0.00001408362,0.0001535865,0.00002995911,0.000001124519,0.00005259291,0.0001203296,0.00001126152,0.0004236461,0.0006770572,0.9985105,0.000004133886],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00585711,0.09092717,0.004433843,0.1735916,0.04522169,0.00008540407,0.0005205803,0.001743033,0.6776197],"genre_scores_gemma":[0.0125835,0.0165231,0.00176062,0.0183198,0.001838026,0.00001645734,0.0001776121,0.0003176198,0.9484632],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07395769,"threshold_uncertainty_score":0.2474131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004555043709971147,"score_gpt":0.2432345717326455,"score_spread":0.2386795280226743,"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."}}