{"id":"W2372022749","doi":"10.1016/j.biortech.2016.05.030","title":"Lipid accumulation from pinewood pyrolysates by Rhodosporidium diobovatum and Chlorella vulgaris for biodiesel production","year":2016,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Biodiesel Production and Applications","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; BioFuelNet Canada; Alexander von Humboldt-Stiftung","keywords":"Chlorella vulgaris; Biodiesel; Chemistry; Pyrolysis; Biofuel; Levoglucosan; Food science; Nitrogen; Carbon fibers; Mixotroph; Hydrolysis; Biodiesel production; Botany; Organic chemistry; Materials science; Biology; Algae; Catalysis; Biotechnology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00009136479,0.000189523,0.0001842268,0.0002060046,0.0001351032,0.0000200733,0.0001529074,0.0002991318,0.00002169558],"category_scores_gemma":[0.00011929,0.0001503465,0.00003421578,0.000301648,0.0002300039,0.00007733559,0.00004755179,0.000113346,0.00003990039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004658502,"about_ca_system_score_gemma":0.000005616479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000166336,"about_ca_topic_score_gemma":0.000007041649,"domain_scores_codex":[0.9990101,0.000007110129,0.0002332323,0.0004171842,0.0000721539,0.0002601618],"domain_scores_gemma":[0.9993749,0.0000435775,0.00005971316,0.0004072267,0.0000656815,0.00004893172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002542968,0.00004090612,0.002978633,0.0000261975,0.00005895949,1.090397e-7,0.00008950174,0.0000163882,0.8721899,0.0007012368,0.05131391,0.07255881],"study_design_scores_gemma":[0.0004360053,0.00004928161,0.001146634,0.00001730758,0.00002608952,0.000004270199,0.00009781531,0.000489404,0.4967196,0.001659765,0.4991088,0.0002450057],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9474827,0.002076426,0.02244517,0.02383303,0.0005846612,0.0007387112,0.0002142074,0.002525033,0.0001000735],"genre_scores_gemma":[0.9959396,0.0005138206,0.002289973,0.00003541235,0.0003886666,0.0002415974,0.00006078198,0.00004360487,0.0004866145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4477949,"threshold_uncertainty_score":0.6130954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01453416669472686,"score_gpt":0.2257258236763754,"score_spread":0.2111916569816485,"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."}}