{"id":"W4416065124","doi":"10.1007/s12155-025-10907-y","title":"Induced Osmotic Stress Enhanced Microbial Lipids Production by Rhodosporidium toruloides from Soybean Hull Hydrolysate","year":2025,"lang":"en","type":"article","venue":"BioEnergy Research","topic":"Microbial Metabolic Engineering and Bioproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Hydrolysate; Fermentation; Biodiesel; Biodiesel production; Biofuel; Biomass (ecology); Lipid metabolism; Substrate (aquarium)","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":[0.0000934945,0.0006136313,0.0003306567,0.0001714634,0.0001074425,0.0002814107,0.0001474663,0.0001624858,0.0005134137],"category_scores_gemma":[0.00009515106,0.000126698,0.0003235845,0.0001890188,0.0001014286,0.0002631949,0.0002733589,0.0004643129,0.0001761697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001836441,"about_ca_system_score_gemma":0.0002324478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001327328,"about_ca_topic_score_gemma":0.001772848,"domain_scores_codex":[0.9999193,0.00001009435,0.00000713812,0.00001517808,0.00002319576,0.00002500513],"domain_scores_gemma":[0.9999568,0.000005530541,0.00001256297,0.000004078506,0.000008184959,0.0000128207],"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":[0.00006922038,0.00001404644,0.00007223718,0.00001762442,0.000002394722,0.00002490553,0.000005127572,0.0000320936,0.9992958,0.000006515344,0.000007666861,0.0004522674],"study_design_scores_gemma":[0.000009404481,0.0001679194,0.00338988,0.000004593408,0.00001599076,0.00004798506,0.00003841174,0.0003573333,0.9956279,0.000009494987,0.0003260287,0.000005101594],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976325,0.0003894882,0.000988306,0.00005464947,0.00002033849,0.00001854506,0.0002429399,0.00003165977,0.0006215391],"genre_scores_gemma":[0.997216,0.0002484328,0.000777804,0.00002013051,0.00000468742,0.00001272163,0.0004758181,0.00001249779,0.001231906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001327328,"threshold_uncertainty_score":0.002639234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01725786357092628,"score_gpt":0.2960744137623114,"score_spread":0.2788165501913851,"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."}}