{"id":"W2190898264","doi":"10.1007/s00449-015-1510-8","title":"Combined bioelectrochemical–electrical model of a microbial fuel cell","year":2015,"lang":"en","type":"article","venue":"Bioprocess and Biosystems Engineering","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; National Research Council Canada","funders":"National Research Council Canada","keywords":"Microbial fuel cell; Nonlinear system; Work (physics); Equivalent circuit; Process engineering; Industrial and production engineering; Process (computing); Electrochemistry; Control theory (sociology); Internal resistance; Biological system; Electrical network; Voltage; Power (physics); Materials science; Computer science; Engineering; Chemistry; Electricity generation; Electrode; Mechanical engineering; Electrical engineering; Control (management); Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001369136,0.0001292844,0.0001674814,0.0000386351,0.00001732121,0.00001834225,0.0001122853,0.00009783689,0.00001069706],"category_scores_gemma":[0.00001420127,0.0001082395,0.00003019785,0.0002229883,0.00002878212,0.00006929714,0.0000624272,0.00006673955,0.00001022536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005732787,"about_ca_system_score_gemma":0.00001437063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001101587,"about_ca_topic_score_gemma":0.000006980635,"domain_scores_codex":[0.9992239,0.000004888077,0.0002108748,0.0002049031,0.0001274293,0.0002279584],"domain_scores_gemma":[0.999684,0.000007226676,0.00006648742,0.0000841711,0.00001829223,0.0001398218],"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":[0.00001893673,0.00003841378,0.000803242,0.0001910496,0.000003064345,4.698304e-7,0.0001268843,0.0008334203,0.9976206,0.00001900684,0.0002378746,0.0001070811],"study_design_scores_gemma":[0.0006773185,0.0001592252,0.00009551594,0.00002777566,0.00001527802,0.000006405663,0.00002046829,0.1971645,0.8005218,0.00002991261,0.001022663,0.0002592007],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976557,0.0004111349,0.001137014,0.00002762475,0.00007720488,0.0001361492,0.000009072316,0.00004078128,0.0005053146],"genre_scores_gemma":[0.9986608,0.00004762854,0.00110379,0.00001428112,0.00004597701,0.000004309174,0.000008182272,0.00001168549,0.0001033384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1970988,"threshold_uncertainty_score":0.4413881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008807856481221453,"score_gpt":0.1682806213944474,"score_spread":0.1594727649132259,"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."}}