{"id":"W2586375435","doi":"10.1186/s12934-017-0633-9","title":"Current lipid extraction methods are significantly enhanced adding a water treatment step in Chlorella protothecoides","year":2017,"lang":"en","type":"article","venue":"Microbial Cell Factories","topic":"Algal biology and biofuel production","field":"Energy","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski; Polytechnique Montréal","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Extraction (chemistry); Biodiesel; Acetone; Chloroform; Chromatography; Chemistry; Solvent; Dichloromethane; Biodiesel production; Methanol; Biochemistry; Organic chemistry; Catalysis","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":[0.0002144165,0.0002841226,0.0003163922,0.0000799662,0.000478823,0.0001276281,0.0001987147,0.00020684,0.0002596416],"category_scores_gemma":[0.00004129213,0.0001920491,0.0001035348,0.00003780766,0.0001522634,0.0003388935,0.00006173099,0.000222864,0.0001047471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002229573,"about_ca_system_score_gemma":0.00002703122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001154846,"about_ca_topic_score_gemma":0.001495809,"domain_scores_codex":[0.9985376,0.0001987712,0.0003047396,0.0004979622,0.00006411626,0.0003968345],"domain_scores_gemma":[0.9991954,0.00003832777,0.0002348632,0.000421145,0.00006041915,0.00004983832],"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":[0.0002497738,0.0001513444,0.001249161,0.00004988908,0.00002155942,0.000002946091,0.0009364951,0.0000137271,0.9315021,0.00002252546,0.00008791171,0.06571256],"study_design_scores_gemma":[0.0004662657,0.0001296954,0.00244811,0.00002766825,0.00001835388,0.000002153434,0.0002692497,0.000002405009,0.8251058,0.00008556737,0.1712216,0.0002231407],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943327,0.0003300296,0.0004884458,0.0002262073,0.002923124,0.0007393688,0.00002295763,0.0000862387,0.000850924],"genre_scores_gemma":[0.9969248,0.0002695183,0.0009756043,0.00001569752,0.0008065262,0.000126934,0.00006793497,0.00002422516,0.0007887391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1711336,"threshold_uncertainty_score":0.7831536,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03429970587467285,"score_gpt":0.3200296144812819,"score_spread":0.285729908606609,"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."}}