{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005293294,0.000157751,0.0002322201,0.0001313637,0.00006285639,0.000009749274,0.00006709813,0.0005597856,0.000009237259],"category_scores_gemma":[0.0003477362,0.0001337873,0.00001839416,0.000279641,0.0005241952,0.0001086228,0.00005292244,0.0002072867,0.000002242513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002965529,"about_ca_system_score_gemma":0.00001758237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009253996,"about_ca_topic_score_gemma":0.00005807521,"domain_scores_codex":[0.9989013,0.0001824078,0.0003173847,0.0003473645,0.00004570124,0.0002058286],"domain_scores_gemma":[0.9995445,0.00007814646,0.0001106101,0.0001499484,0.00007901945,0.00003774562],"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":[0.0001158839,0.000009332244,0.01505783,0.00005049308,0.00002961543,0.000001103038,0.0002017117,0.000164,0.9819062,0.001927354,0.00002832306,0.0005081656],"study_design_scores_gemma":[0.0002240686,0.0001066871,0.01400638,0.00003454622,0.00001767547,0.00006006301,0.0002373326,0.0008765255,0.9834046,0.0005200285,0.0003616257,0.0001505109],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933201,0.00187005,0.0005398599,0.003601543,0.0003161885,0.0002474022,0.000001831403,0.00009799163,0.000005007339],"genre_scores_gemma":[0.9926958,0.0002931056,0.006841256,0.00003922818,0.00005188444,0.000007605865,0.000007213605,0.000009138041,0.00005474464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006301396,"threshold_uncertainty_score":0.5455687,"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."}}