{"id":"W2009678345","doi":"10.1007/s002530100674","title":"Mediated microbial biosensor using a novel yeast strain for wastewater BOD measurement","year":2001,"lang":"en","type":"article","venue":"Applied Microbiology and Biotechnology","topic":"Electrochemical sensors and biosensors","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; National Research Council Canada; Biotechnology Research Institute","funders":"","keywords":"Biochemical oxygen demand; Biosensor; Effluent; Chemistry; Ferricyanide; Yeast; Wastewater; Fermentation; Microbial consortium; Chromatography; Biochemistry; Chemical oxygen demand; Biology; Microorganism; Bacteria; Environmental engineering; Environmental 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":[0.0001296063,0.0002815484,0.0003401535,0.0001184324,0.00009462842,0.00001221,0.000150221,0.0009036116,0.00001695629],"category_scores_gemma":[0.00001549574,0.0002426239,0.00005435049,0.0001608197,0.0002750988,0.00001617474,0.00004548861,0.0002743542,0.00001282264],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007172483,"about_ca_system_score_gemma":0.00001047392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000617467,"about_ca_topic_score_gemma":0.00002068119,"domain_scores_codex":[0.9986686,0.000008315517,0.0002824559,0.0003881475,0.00003268063,0.0006198339],"domain_scores_gemma":[0.9996755,0.00002666174,0.00004507163,0.0001609071,0.00003306915,0.0000588499],"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":[0.0000796803,0.00004733325,0.000004864782,0.00002556876,0.00009139343,0.000001550042,0.00001550339,0.000009664493,0.9974958,0.0003547146,0.0008409061,0.001033068],"study_design_scores_gemma":[0.001048798,0.00008121364,0.000003192433,0.00001003803,0.00002971472,0.0002285034,0.0000398424,0.0001644855,0.9388511,0.00007327808,0.05916711,0.0003027694],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943443,0.000480722,0.003109733,0.0006239411,0.0001215687,0.0004916703,0.0003696876,0.0003771824,0.00008121777],"genre_scores_gemma":[0.995313,0.0001619946,0.004011086,0.0002125756,0.00006389775,0.00002036442,0.0001589028,0.00003703016,0.00002113772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05864469,"threshold_uncertainty_score":0.9893916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01542635081815792,"score_gpt":0.1925116023340867,"score_spread":0.1770852515159288,"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."}}