{"id":"W4415198250","doi":"10.1016/j.jobab.2025.10.002","title":"Successful conversion of corn stover into microbial lipids at high solids loading by Rhodosporidium toruloides at pilot scale","year":2025,"lang":"en","type":"article","venue":"Journal of Bioresources and Bioproducts","topic":"Biofuel production and bioconversion","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; Dalian Science and Technology Bureau; Chinese Academy of Sciences; National Key Project for Synthetic Biology; Natural Science Foundation of Liaoning Province; National Natural Science Foundation of China","keywords":"Corn stover; Biorefinery; Bioreactor; Corn steep liquor; Biomass (ecology); Cellulose; Lignin; Lignocellulosic biomass","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003550363,0.0002214575,0.0003852162,0.0002461779,0.0001670814,0.00003910897,0.0001995038,0.0001370558,0.0001114007],"category_scores_gemma":[0.00002360132,0.0001760012,0.00009574662,0.0002955972,0.0002324461,0.0001737604,0.000170112,0.0001999649,0.000008086895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001828073,"about_ca_system_score_gemma":0.00002074497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009621376,"about_ca_topic_score_gemma":0.000006950001,"domain_scores_codex":[0.9987258,0.00003268277,0.0005152235,0.0002578334,0.0002333107,0.0002351067],"domain_scores_gemma":[0.9992396,0.00002507212,0.0002514762,0.0001915321,0.0001708585,0.0001215252],"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":[0.0004766239,0.00006491047,0.01087658,0.0006863466,0.00008998966,0.00000298434,0.0002481916,0.00002326465,0.9271069,0.000002425028,0.0594419,0.000979921],"study_design_scores_gemma":[0.0007903071,0.000306877,0.002389769,0.0001444654,0.00007694918,0.0000411312,0.0001812203,0.00005525765,0.8579341,0.00001172184,0.137892,0.0001761863],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913512,0.004984856,0.00002737173,0.001331644,0.002042992,0.0001145958,0.000020924,0.00003473048,0.00009168201],"genre_scores_gemma":[0.9958404,0.001284898,0.000315505,0.000111193,0.0005251195,4.0289e-7,0.00001005993,0.0000176226,0.001894825],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07845011,"threshold_uncertainty_score":0.7177122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004879348932490569,"score_gpt":0.1917452246565673,"score_spread":0.1868658757240767,"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."}}