{"id":"W2061059353","doi":"10.3182/20120710-4-sg-2026.00163","title":"MICROBIAL FUEL CELL OPERATION WITH PERIODIC CONNECTION OF THE EXTERNAL RESISTANCE","year":2012,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Biotechnology Research Institute; Polytechnique Montréal","funders":"","keywords":"Microbial fuel cell; Internal resistance; Constant (computer programming); Power (physics); Electrical resistance and conductance; Connection (principal bundle); Materials science; Control theory (sociology); Load resistance; Environmental science; Electricity generation; Engineering; Computer science; Mechanical engineering; Composite material; Physics; Thermodynamics","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":[0.0001685751,0.00009894199,0.0000845925,0.00001420936,0.0001418425,0.00004235134,0.0001444458,0.00005241654,0.0004901114],"category_scores_gemma":[0.00001194247,0.00006467637,0.00003529213,0.0001460962,0.0001431738,0.0004132466,0.00006106491,0.0000803291,0.00006770789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008280094,"about_ca_system_score_gemma":0.000009455563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001100126,"about_ca_topic_score_gemma":0.0001308114,"domain_scores_codex":[0.9992822,0.000008128086,0.0001495029,0.0001551646,0.0002089152,0.0001960613],"domain_scores_gemma":[0.9997112,0.000004935925,0.0001470639,0.00006696153,0.00002402311,0.00004580627],"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":[0.00003412245,0.00004741367,0.2438041,0.00005350215,0.000001770357,4.216363e-8,0.001124509,0.00001002699,0.7524619,0.00003026116,0.002265839,0.0001665917],"study_design_scores_gemma":[0.0005342953,0.00008731219,0.3038213,0.0000582197,0.00003471862,0.00001063861,0.0003945759,0.0001409312,0.6670817,0.0000515898,0.02753475,0.0002500133],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989689,0.0001676316,0.00006938909,0.0001319925,0.0001857074,0.0002173679,0.000004306238,0.00001665759,0.009517966],"genre_scores_gemma":[0.9960299,0.00003119251,0.001336403,0.00008517382,0.0001348083,0.000006884651,0.00000179725,0.000009465514,0.002364387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08538021,"threshold_uncertainty_score":0.5366376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004642933458358709,"score_gpt":0.1733808133652405,"score_spread":0.1687378799068818,"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."}}