{"id":"W2146184636","doi":"10.1002/bit.24871","title":"Investigation of biomass concentration, lipid production, and cellulose content in <i>Chlorella vulgaris</i> cultures using response surface methodology","year":2013,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Algal biology and biofuel production","field":"Energy","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Biomass (ecology); Cellulose; Chlorella vulgaris; Sodium nitrate; Chemistry; Food science; Carbon dioxide; Nitrate; Sodium; Extraction (chemistry); Biodiesel production; Botany; Biodiesel; Chromatography; Biochemistry; Agronomy; Biology; Algae; Organic chemistry","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":[0.0003994748,0.0006541531,0.0007196537,0.000255145,0.0001975132,0.0007081946,0.0003186268,0.000574442,0.0002603775],"category_scores_gemma":[0.0003946403,0.0002700512,0.0007198855,0.0004560098,0.000267378,0.0002461516,0.000283872,0.000541709,0.0002029496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006143461,"about_ca_system_score_gemma":0.0003502063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004433597,"about_ca_topic_score_gemma":0.004383627,"domain_scores_codex":[0.9994121,0.00007341178,0.0000482358,0.0001124284,0.0002912045,0.00006270499],"domain_scores_gemma":[0.9997031,0.00009790401,0.00006307928,0.00001370317,0.00009824803,0.00002399218],"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":[0.0000500251,0.0000278944,0.001073287,0.00007424006,0.00001060228,0.00002400574,0.00001639088,0.0006069972,0.9966704,0.000009041686,0.00001280007,0.001424386],"study_design_scores_gemma":[0.000004609161,0.0003547726,0.008855618,0.000007018701,0.00002192224,0.0000422112,0.00007098026,0.003470126,0.9868329,0.0000148298,0.0003125876,0.00001253897],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993768,0.0006249032,0.004417845,0.0000760563,0.00001084207,0.00003474982,0.0002836845,0.00006271154,0.000721072],"genre_scores_gemma":[0.9923309,0.0008431192,0.005502401,0.00006249377,0.000003854673,0.00007651919,0.0004684594,0.00002051418,0.0006916158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004433597,"threshold_uncertainty_score":0.008815587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04690279105777202,"score_gpt":0.2438699835717696,"score_spread":0.1969671925139976,"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."}}