{"id":"W3119347959","doi":"10.1016/j.biortech.2020.124654","title":"Lipid content, biomass density, fatty acid as selection markers for evaluating the suitability of four fast growing cyanobacterial strains for biodiesel production","year":2021,"lang":"en","type":"article","venue":"Bioresource Technology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Cyanobacteria; Food science; Biomass (ecology); Oscillatoria; Biodiesel; Fatty acid; Biodiesel production; Chemistry; Biology; Botany; Biochemistry; Bacteria; Ecology","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":[0.001206111,0.0002350408,0.0003448386,0.0001746388,0.0005171515,0.00002315446,0.0002479359,0.0005682707,0.00002991873],"category_scores_gemma":[0.003760684,0.0001851296,0.0001973834,0.0005774208,0.0005690592,0.0001124689,0.0001402682,0.0002114753,0.000005402374],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000127325,"about_ca_system_score_gemma":0.0001141167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001244767,"about_ca_topic_score_gemma":0.0004475696,"domain_scores_codex":[0.9979992,0.0002130995,0.0004821949,0.0007178733,0.000143162,0.0004444577],"domain_scores_gemma":[0.9983113,0.0001245551,0.0003290332,0.0004551397,0.0007475449,0.00003235735],"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":[0.0008189388,0.00009327207,0.010562,0.0001092801,0.0001627944,4.383205e-7,0.00009409054,0.00001203423,0.9575031,0.002039992,0.00006669122,0.0285374],"study_design_scores_gemma":[0.0008132368,0.001031383,0.009590412,0.00002327236,0.0001315934,0.0001037575,0.001688573,0.0001969585,0.9797782,0.003421927,0.003008073,0.0002125549],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879268,0.0000968498,0.002905375,0.006477083,0.001181028,0.001031397,0.0000478675,0.0002852055,0.00004842541],"genre_scores_gemma":[0.9953373,0.000009687053,0.003422804,0.00006498102,0.0006211052,0.0002434713,0.0001179341,0.00002508849,0.0001576115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02832484,"threshold_uncertainty_score":0.7549368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0568989521660765,"score_gpt":0.2895970812146206,"score_spread":0.2326981290485441,"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."}}