{"id":"W1994985755","doi":"10.1002/bit.20295","title":"Stimulating in‐soil rhamnolipid production in a bioslurry reactor by limiting nitrogen","year":2004,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Rhamnolipid; Chemistry; Biodegradation; Environmental chemistry; Nitrogen; Soil contamination; Hydrocarbon; Microorganism; Contamination; Nutrient; Critical micelle concentration; Bioremediation; Petroleum; Soil water; Micelle; Pseudomonas aeruginosa; Bacteria; Environmental science; Aqueous solution; Biology; Organic chemistry; Ecology; Soil science","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":[0.0001465697,0.0001168881,0.0001118972,0.0001193734,0.00003085334,0.000009504075,0.00008089976,0.000241948,0.00002205615],"category_scores_gemma":[0.00009140714,0.0001126328,0.00001356344,0.0004103444,0.00009038599,0.0001054931,0.00008511599,0.0002104173,0.00002078479],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000132558,"about_ca_system_score_gemma":0.000005453626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000176244,"about_ca_topic_score_gemma":0.000257104,"domain_scores_codex":[0.9992021,0.000007878166,0.0001941027,0.0002793322,0.00006316847,0.0002534181],"domain_scores_gemma":[0.9998072,0.000008315391,0.00005175388,0.00009841232,0.000002077841,0.00003226976],"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":[0.000005667501,0.00003051506,0.05189331,0.000007309971,0.000002195033,0.000005428514,0.0000676455,0.0008098584,0.9427211,0.00001898917,0.00001003468,0.004427986],"study_design_scores_gemma":[0.000507873,0.00005297946,0.01959743,0.00005839195,0.000002972688,0.00002416328,0.0000950761,0.0007750894,0.9781497,0.00008137539,0.0004333074,0.0002217167],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979233,0.000120769,0.00006475309,0.001499159,0.00009811959,0.0001295694,0.000003800148,0.0001052484,0.00005531423],"genre_scores_gemma":[0.9987724,0.0001125265,0.00102643,0.00004581565,0.00002031354,0.000003361565,0.000005153232,0.000008150482,0.000005851233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03542857,"threshold_uncertainty_score":0.4593031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006252196237020437,"score_gpt":0.1883008949925656,"score_spread":0.1820486987555451,"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."}}