{"id":"W4392960272","doi":"10.3390/en17061472","title":"Interrelationship of Electric Double Layer Theory and Microfluidic Microbial Fuel Cells: A Review of Theoretical Foundations and Implications for Performance","year":2024,"lang":"en","type":"review","venue":"Energies","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"Cape Breton University","keywords":"Microbial fuel cell; Microfluidics; Fuel cells; Layer (electronics); Engineering; Mechanical engineering; Nanotechnology; Materials science; Physics; Chemical engineering; Electricity generation; Thermodynamics; Power (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":[0.0005634614,0.0001936572,0.0005189889,0.00009139292,0.0000648058,0.00002190014,0.0001512982,0.0001222229,0.0001581763],"category_scores_gemma":[0.0000416009,0.000141316,0.0001546896,0.0003156367,0.0003326436,0.00007622953,0.0001391806,0.0001212082,0.00001520397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004652564,"about_ca_system_score_gemma":0.00005006995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000856355,"about_ca_topic_score_gemma":0.000003006066,"domain_scores_codex":[0.998917,0.00008504938,0.0005126164,0.000281003,0.0000666422,0.0001377241],"domain_scores_gemma":[0.9992502,0.0002726973,0.0002249138,0.0001940985,0.00002240146,0.00003565235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004982132,0.0001321735,0.00006108483,0.2911153,0.0001992446,2.19365e-7,0.0003806148,0.000003023895,0.03535714,0.131152,0.01932856,0.5222209],"study_design_scores_gemma":[0.0001904602,0.000105544,0.00004544135,0.01814724,0.001716122,0.00002105376,0.00001079423,0.000009507906,0.00285411,0.003394449,0.9731821,0.0003231916],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008463513,0.997523,0.0001010973,0.00006604778,0.00009199157,0.0006692397,0.00009321935,0.00001210241,0.0005969849],"genre_scores_gemma":[0.00374636,0.9953992,0.0003236926,0.00003149816,0.00003919777,0.00009667238,0.0001164421,0.00002139742,0.0002255769],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9538535,"threshold_uncertainty_score":0.5762702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02830952822388665,"score_gpt":0.3013784355272323,"score_spread":0.2730689073033456,"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."}}