{"id":"W1970193910","doi":"10.1023/b:bile.0000009457.42943.90","title":"Rhamnolipid production by Pseudomonas aeruginosa immobilised in polyvinyl alcohol beads","year":2003,"lang":"en","type":"article","venue":"Biotechnology Letters","topic":"Microbial bioremediation and biosurfactants","field":"Environmental Science","cited_by":48,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Rhamnolipid; Polyvinyl alcohol; Bioreactor; Aeration; Pseudomonas aeruginosa; Chemistry; Dilution; Chromatography; Pseudomonadaceae; Airlift; Biodegradation; Microbiology; Food science; Bacteria; Biology; 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":[0.0001898285,0.0005139546,0.0003359804,0.000224608,0.0001848188,0.0006815841,0.00025808,0.0004497787,0.0006453576],"category_scores_gemma":[0.0002337736,0.0002229423,0.0003745977,0.0002331999,0.0002127042,0.0003994992,0.0004318515,0.0005257411,0.0005301647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003524598,"about_ca_system_score_gemma":0.0002280642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002302692,"about_ca_topic_score_gemma":0.001712796,"domain_scores_codex":[0.9997941,0.00002619058,0.00001571215,0.00002808866,0.00006697067,0.0000689541],"domain_scores_gemma":[0.9998995,0.00003285541,0.00001714415,0.00001432923,0.00001837144,0.00001776735],"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":[0.00007387572,0.00001899048,0.00008365302,0.00002328001,0.000003476721,0.00004195113,0.00001648502,0.00008573493,0.9988515,0.00002324144,0.00001376104,0.000764064],"study_design_scores_gemma":[0.000004252178,0.00008632812,0.0007207457,0.000003372236,0.000007053718,0.00002912203,0.000025026,0.0003655849,0.998482,0.00001116447,0.000261867,0.000003437193],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997247,0.0004243619,0.00135838,0.00007812923,0.0000215253,0.000008920489,0.00008942016,0.0000377389,0.0007344981],"genre_scores_gemma":[0.9950668,0.0003919862,0.00111142,0.00002436962,0.00000878321,0.000009502252,0.0001902581,0.0000179603,0.003179076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002302692,"threshold_uncertainty_score":0.00457859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005909025890407899,"score_gpt":0.1981644183627422,"score_spread":0.1922553924723343,"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."}}