{"id":"W2026042049","doi":"10.1002/cjce.22147","title":"Improved performance of a passive air breathing flat‐plate microbial fuel cell","year":2014,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of British Columbia","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Anode; Power density; Graphite; Electrode; Materials science; Cathode; Substrate (aquarium); Microbial fuel cell; Layer (electronics); Nitric acid; Composite material; Analytical Chemistry (journal); Chemistry; Power (physics); Chromatography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0002317144,0.00009148785,0.0001341191,0.00003594892,0.000038063,0.00001432048,0.0002513623,0.00006207192,0.0001031839],"category_scores_gemma":[0.00004209601,0.00006699313,0.00006845678,0.000101063,0.00006264882,0.00009508428,0.00002280455,0.0002279891,0.000008628152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001558649,"about_ca_system_score_gemma":0.00004868153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001180434,"about_ca_topic_score_gemma":0.000212081,"domain_scores_codex":[0.999362,0.000009411195,0.0002444246,0.00007016033,0.0001009809,0.0002130514],"domain_scores_gemma":[0.9995088,0.00003160776,0.0001452722,0.00009385949,0.0000199108,0.0002005791],"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":[0.000006915039,0.000002559522,0.000264606,0.0000380985,0.000005140851,0.000001966631,0.0002482522,0.00904697,0.9897316,0.000002723265,0.0001522282,0.0004989778],"study_design_scores_gemma":[0.0002875436,0.00005392484,0.000500639,0.00004649222,0.00002116864,0.00005527881,0.000004269463,0.03392842,0.9627405,0.00001185,0.002228745,0.0001211345],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990302,0.00004221088,0.0001589947,0.0001753967,0.0001642595,0.00004419294,0.000002886311,0.000003267083,0.0003786158],"genre_scores_gemma":[0.998908,0.000004795464,0.0008243319,0.00007620321,0.0001448516,3.443107e-7,0.000001147373,0.00001012938,0.00003021239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02699103,"threshold_uncertainty_score":0.2731901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002385532652850942,"score_gpt":0.1387286429507475,"score_spread":0.1363431102978966,"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."}}