{"id":"W1982035274","doi":"10.1128/aem.70.9.5373-5382.2004","title":"Biofuel Cells Select for Microbial Consortia That Self-Mediate Electron Transfer","year":2004,"lang":"en","type":"article","venue":"Applied and Environmental Microbiology","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":1263,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Microbial fuel cell; Microbial population biology; Redox; Alcaligenes; Bacteria; Chemistry; Microbial consortium; Microbiology; Pseudomonas; Biology; Food science; Anode; Environmental chemistry; Microorganism; Electrode; Inorganic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004273177,0.001147338,0.0007676054,0.0005704019,0.0003227406,0.0009742472,0.0005549745,0.0008927381,0.001184965],"category_scores_gemma":[0.0006766081,0.0002736035,0.0004735096,0.0008352546,0.0003055504,0.0007716825,0.0008721481,0.0006339367,0.001545372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001938204,"about_ca_system_score_gemma":0.0002280979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002246065,"about_ca_topic_score_gemma":0.0005752504,"domain_scores_codex":[0.9993874,0.00008802502,0.0000439244,0.000120981,0.0002606104,0.00009904606],"domain_scores_gemma":[0.9997144,0.00004991566,0.00006685597,0.00002783025,0.00006960121,0.00007134136],"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":[0.00004676042,0.0001294281,0.002002599,0.0000919065,0.00001601867,0.00009349227,0.00002546219,0.00006436423,0.9880915,0.0002123488,0.0001926403,0.009033544],"study_design_scores_gemma":[0.00006965201,0.0006962245,0.01353801,0.00003740072,0.00005598964,0.001116293,0.0001627355,0.001734554,0.9704148,0.0007329476,0.01142037,0.0000209818],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9579638,0.00669391,0.02649831,0.0006056803,0.0002299769,0.000424425,0.001350863,0.0008509265,0.005382205],"genre_scores_gemma":[0.9399949,0.00384428,0.04590398,0.0004272072,0.00009604634,0.0003211507,0.002763537,0.0001209439,0.006528056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001184965,"threshold_uncertainty_score":0.003964126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003723184265503053,"score_gpt":0.1614016111093939,"score_spread":0.1576784268438908,"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."}}