{"id":"W2159797801","doi":"10.1139/w02-051","title":"Increased pigment and lipid content, lipid variety, and cell and population size of the microalgae <i>Chlorella </i>spp. when co-immobilized in alginate beads with the microalgae-growth-promoting bacterium <i>Azospirillum brasilense</i>","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Algal biology and biofuel production","field":"Energy","cited_by":223,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chlorella sorokiniana; Chlorella vulgaris; Population; Food science; Biology; Chlorella; Bacteria; Botany; Carotenoid; Mixotroph; Pigment; Scenedesmus; Algae; Chemistry; Heterotroph","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006613758,0.0002611477,0.0004578085,0.0001159329,0.0002429451,0.00004022232,0.0002212798,0.0002727022,0.00008859554],"category_scores_gemma":[0.0001181776,0.0001586953,0.0000666429,0.0001325152,0.0008750978,0.00009755416,0.00004976174,0.0004373143,0.000001814469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098897,"about_ca_system_score_gemma":0.0001068916,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01913798,"about_ca_topic_score_gemma":0.02088658,"domain_scores_codex":[0.9982054,0.0004809459,0.0005454614,0.0003205242,0.00004571371,0.0004020135],"domain_scores_gemma":[0.9986996,0.0002005702,0.0005422315,0.0002045666,0.0001718346,0.0001811921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001793203,0.00002999239,0.1886712,0.00005226985,0.00006427451,0.00001007273,0.0008908445,0.000001853244,0.8086084,0.00003802818,0.0006838934,0.0007698963],"study_design_scores_gemma":[0.00856388,0.00185928,0.5804804,0.0004173692,0.0003382707,0.005021012,0.001102908,0.00003000748,0.3750086,0.000269353,0.02606275,0.0008461901],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911756,0.004345344,0.000005412843,0.003712901,0.0002683362,0.0002967139,0.00005352825,0.000004861098,0.0001373284],"genre_scores_gemma":[0.9982317,0.0003304282,0.0001656964,0.000967989,0.0001399511,0.000003449822,0.0000233401,0.0000210622,0.0001163857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4335999,"threshold_uncertainty_score":0.9969797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00999597547907796,"score_gpt":0.177284786932242,"score_spread":0.167288811453164,"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."}}