{"id":"W3207439518","doi":"10.1002/celc.202000485","title":"A High‐Performance Membraneless Microfluidic Microbial Fuel Cell for Stable, Long‐Term Benchtop Operation under Strong Flow","year":2020,"lang":"en","type":"preprint","venue":"ChemElectroChem","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Microbial fuel cell; Geobacter sulfurreducens; Microfluidics; Biofilm; Geobacter; Electrode; Materials science; Chemical engineering; Process engineering; Environmental science; Pulp and paper industry; Nanotechnology; Chemistry; Engineering; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002645242,0.0003775748,0.0004014102,0.000219705,0.000432983,0.0005778486,0.0006178702,0.0006410925,0.002038292],"category_scores_gemma":[0.000212023,0.0002057459,0.0001760815,0.0001467312,0.0002223716,0.000460703,0.0003354747,0.00039836,0.0008776636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006816568,"about_ca_system_score_gemma":0.0004683874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001038463,"about_ca_topic_score_gemma":0.002105216,"domain_scores_codex":[0.9998815,0.00000816054,0.000006318287,0.00003388035,0.00005366305,0.00001644913],"domain_scores_gemma":[0.9999344,0.00001533203,0.000006912494,0.000007920491,0.0000198889,0.00001544197],"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":[0.00005927003,0.00003054852,0.0001128791,0.00006099118,0.000006245698,0.00004831563,0.00001087582,0.0004106225,0.9867281,0.0003664367,0.001342276,0.0108235],"study_design_scores_gemma":[0.00004444164,0.0002265127,0.001083081,0.0000117982,0.00001623531,0.0001760308,0.000009815671,0.01176141,0.9661841,0.0002189579,0.02022999,0.00003755185],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8170904,0.009685177,0.1466687,0.002328341,0.001991243,0.0004206722,0.005038493,0.005849301,0.01092773],"genre_scores_gemma":[0.8796552,0.001875316,0.1065177,0.0004596991,0.0002316126,0.0002416201,0.001553466,0.0001451431,0.009320172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002038292,"threshold_uncertainty_score":0.006818771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01408465999642907,"score_gpt":0.2127071503194486,"score_spread":0.1986224903230195,"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."}}