{"id":"W2521639422","doi":"10.1016/j.ifacol.2016.07.222","title":"Staged Microbial Fuel Cells with Periodic Connection of External Resistance","year":2016,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal; National Research Council Canada","funders":"","keywords":"Microbial fuel cell; Effluent; Set point; Process engineering; Wastewater; Environmental science; Electricity; Carbon source; Tracking (education); Sewage treatment; Computer science; Power (physics); Waste management; Electricity generation; Environmental engineering; Engineering; Chemistry; Control engineering; Electrical engineering; Physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001546604,0.0001478007,0.0001657416,0.00002672085,0.00007236679,0.00001545302,0.000151817,0.00006975125,0.003393342],"category_scores_gemma":[0.00001492729,0.00009133956,0.0000539119,0.0001360465,0.0002316935,0.0001557474,0.00004377989,0.00006952485,0.000205401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001140411,"about_ca_system_score_gemma":0.0000180616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001531522,"about_ca_topic_score_gemma":0.00160001,"domain_scores_codex":[0.998957,0.0000429399,0.0002211683,0.0003068326,0.0002429444,0.0002291095],"domain_scores_gemma":[0.9995148,0.00003609053,0.0001631609,0.0001906738,0.00001934998,0.00007593309],"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":[0.000208965,0.00006779465,0.004706732,0.00002551526,0.00000515427,0.000005185734,0.0002102206,0.00001676318,0.9930344,0.000007105255,0.00008209819,0.001630025],"study_design_scores_gemma":[0.002138129,0.0003167864,0.02127586,0.000161522,0.00003606942,0.00001048013,0.0001235406,0.00003021994,0.9672598,0.00003677732,0.008220941,0.0003898675],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967165,0.00007469585,0.001151393,0.0004389654,0.0001740529,0.0001867725,0.0000967945,0.00002834977,0.001132493],"genre_scores_gemma":[0.9483634,0.000147731,0.04522766,0.0001485007,0.0001392628,0.000003616401,0.00001096891,0.0000175287,0.005941359],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04835311,"threshold_uncertainty_score":0.9975177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004946787948200103,"score_gpt":0.1812699947874101,"score_spread":0.17632320683921,"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."}}