{"id":"W2075132102","doi":"10.1016/j.jbiotec.2010.08.058","title":"Optimization of Heterotrophic Microalgal Cultures","year":2010,"lang":"en","type":"article","venue":"Journal of Biotechnology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Heterotroph; Environmental science; Biology; Bacteria; Genetics","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":[0.0001670813,0.0000777135,0.0001892866,0.000191525,0.00003733272,0.000003788956,0.0002061117,0.0006072607,0.0001201053],"category_scores_gemma":[0.0001477454,0.00005519166,0.00008146948,0.0001485741,0.0002632214,0.00007218616,0.0000309588,0.0005621558,0.000006496603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009925989,"about_ca_system_score_gemma":0.00002229722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001771768,"about_ca_topic_score_gemma":0.00002377694,"domain_scores_codex":[0.9993571,0.00002975448,0.0003411713,0.00009277726,0.00006743232,0.0001117441],"domain_scores_gemma":[0.9992688,0.00001077251,0.00042595,0.0001497576,0.0001226054,0.00002208832],"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":[0.00009889702,0.00005423335,0.0002651524,0.000007625345,0.00004294853,0.000005875038,0.00002191167,0.001496559,0.986744,0.003641657,0.000263766,0.007357399],"study_design_scores_gemma":[0.0003481727,0.0004277792,0.0008561597,0.000008837993,0.00002507187,0.000717876,0.00002582121,0.00008205483,0.9862172,0.002074563,0.009143148,0.00007330746],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936147,0.0002444269,0.001707931,0.003133354,0.001026912,0.00003706915,0.000001539978,0.00002821577,0.0002057932],"genre_scores_gemma":[0.9889125,0.000245081,0.0104703,0.00005030144,0.0002663478,4.582211e-7,0.000002610806,0.000006042114,0.00004633405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008879381,"threshold_uncertainty_score":0.4683751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006035006308131853,"score_gpt":0.2287804021677918,"score_spread":0.22274539585966,"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."}}