{"id":"W2899863683","doi":"10.1016/j.biortech.2018.11.033","title":"Economical lipid production from Trichosporon oleaginosus via dissolved oxygen adjustment and crude glycerol addition","year":2018,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Aeration; Oxygen; Chemistry; Glycerol; Biochemistry; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.00008377166,0.0001880694,0.0001747545,0.0001338248,0.00008715069,0.00001232562,0.0001443063,0.0003615541,0.0000396508],"category_scores_gemma":[0.00007911675,0.0001816721,0.00004197033,0.0001386634,0.0002640441,0.000004940801,0.0001108994,0.0001171111,0.00003563385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002814407,"about_ca_system_score_gemma":0.00001337877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000530109,"about_ca_topic_score_gemma":0.00003239102,"domain_scores_codex":[0.9988479,0.00002242139,0.0002122193,0.0006171268,0.00005305604,0.0002472601],"domain_scores_gemma":[0.9993538,0.000001979737,0.00009073834,0.0004354675,0.0000573928,0.00006065121],"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":[0.0001258302,0.00005264625,0.0005194792,0.000005616472,0.00004432096,5.023227e-7,0.00002582944,0.000003883824,0.9550468,0.00003033987,0.002788234,0.04135654],"study_design_scores_gemma":[0.0004582184,0.0004156865,0.01247603,0.00001146526,0.0000381996,0.00004477803,0.00004342936,0.00004663723,0.7963073,0.00008015506,0.1898535,0.0002246131],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954433,0.001235283,0.001071917,0.001106997,0.0006837205,0.0002408291,0.00003282816,0.0001442743,0.00004081096],"genre_scores_gemma":[0.9947245,0.0002239923,0.001530229,0.00007230649,0.002964497,0.000034881,0.0002066309,0.00002612318,0.0002168252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1870652,"threshold_uncertainty_score":0.7408374,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00406906989976906,"score_gpt":0.1956311959492065,"score_spread":0.1915621260494374,"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."}}