{"id":"W3108046972","doi":"10.18331/brj2020.7.4.2","title":"Improving the co-production of triacylglycerol and isoprenoids in Chlamydomonas","year":2020,"lang":"en","type":"article","venue":"Biofuel Research Journal","topic":"Algal biology and biofuel production","field":"Energy","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Squalene; Carotenoid; Chlamydomonas reinhardtii; Biochemistry; Terpenoid; Mutant; Prenylation; Biology; Squalene monooxygenase; Green algae; Photosynthesis; Chemistry; Food science; Botany; Biosynthesis; Algae; Enzyme; Gene","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003470006,0.0005665009,0.0004711548,0.0003850242,0.0003295713,0.0006199057,0.0004424333,0.0004699436,0.0003301609],"category_scores_gemma":[0.0002632215,0.000298156,0.0005153946,0.0005439091,0.0002525416,0.0003573028,0.0007518447,0.0007064325,0.0003781192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009478913,"about_ca_system_score_gemma":0.0008620691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008967108,"about_ca_topic_score_gemma":0.01202698,"domain_scores_codex":[0.9994611,0.00003811178,0.00008452872,0.0001176701,0.0002060523,0.00009262934],"domain_scores_gemma":[0.9997633,0.00002430537,0.00005713083,0.00006526418,0.00003720319,0.00005285078],"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":[0.00001860841,0.000009859441,0.000194817,0.00001590817,0.000002607598,0.0000288124,0.000008204825,0.00003103972,0.9989759,0.00002297177,0.000008800956,0.0006824937],"study_design_scores_gemma":[0.000005976301,0.00009771976,0.004494893,0.000005292715,0.00002424408,0.0001681068,0.00004285589,0.0005614778,0.9929823,0.00002347935,0.001581948,0.00001175245],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904746,0.001333222,0.006011007,0.0001466232,0.00006376081,0.00004578289,0.0008859782,0.0001654372,0.0008736723],"genre_scores_gemma":[0.9858298,0.001053467,0.009109455,0.00006175415,0.000004373272,0.00004102195,0.001185964,0.00005241167,0.002661659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008967108,"threshold_uncertainty_score":0.01782984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09253047682819539,"score_gpt":0.3484220710082366,"score_spread":0.2558915941800412,"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."}}