{"id":"W2150900885","doi":"10.1002/biot.201400068","title":"Metabolic modeling of spatial heterogeneity of biofilms in microbial fuel cells reveals substrate limitations in electrical current generation","year":2014,"lang":"en","type":"article","venue":"Biotechnology Journal","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Microbial fuel cell; Geobacter sulfurreducens; Biofilm; Electron acceptor; Anode; Geobacter; Biological system; Biochemical engineering; Electron transfer; Chemistry; Microorganism; Materials science; Nanotechnology; Biology; Electrode; Bacteria; Biochemistry","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":[0.0005844864,0.0001040386,0.0002278701,0.0002579735,0.00003302603,0.000008781686,0.0001877889,0.0002320681,0.00003512152],"category_scores_gemma":[0.0000643568,0.00009517881,0.00006239448,0.0003678977,0.0001020782,0.00008364896,0.00004941561,0.0003387769,0.000008210273],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006903284,"about_ca_system_score_gemma":0.00002203455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002137918,"about_ca_topic_score_gemma":0.001863325,"domain_scores_codex":[0.9987302,0.0001272817,0.0005989948,0.0001869732,0.000134462,0.0002220999],"domain_scores_gemma":[0.9995394,0.00001843353,0.0002652685,0.0001205939,0.00001932342,0.00003702245],"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":[0.00001463249,0.0001309556,0.0136269,0.000006747074,0.00000305043,6.980688e-7,0.00004795897,0.008883145,0.9661543,0.00006626374,0.00002032355,0.01104507],"study_design_scores_gemma":[0.0005400871,0.0001029455,0.01353622,0.00001533636,0.00001071256,0.00001236893,0.000007514284,0.09219828,0.8929375,0.0003653526,0.0001623806,0.0001113231],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920884,0.0003696569,0.007013164,0.0001583298,0.0002066877,0.0001222513,0.000005528205,0.000006477534,0.0000295005],"genre_scores_gemma":[0.9960869,0.001613893,0.002206745,0.00001318443,0.00006339126,0.00000182985,0.000006146542,0.000006027207,0.000001879385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08331513,"threshold_uncertainty_score":0.3881279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03477573608085233,"score_gpt":0.2345532785851653,"score_spread":0.1997775425043129,"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."}}