{"id":"W2767975382","doi":"10.1016/j.jpowsour.2017.11.001","title":"Models for Microbial Fuel Cells: A critical review","year":2017,"lang":"en","type":"review","venue":"Journal of Power Sources","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":156,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Microbial fuel cell; Biochemical engineering; Renewable energy; Limiting; Computer science; Process (computing); Systems engineering; Electricity generation; Management science; Engineering; Power (physics); Mechanical engineering; Electrical engineering","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":[0.001871278,0.001888074,0.003059055,0.002742369,0.0004899739,0.002301946,0.002546883,0.002944267,0.003917662],"category_scores_gemma":[0.002189851,0.0006508571,0.001176387,0.002812403,0.001209772,0.004414305,0.001744378,0.003155663,0.002049965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00145662,"about_ca_system_score_gemma":0.002583477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001502608,"about_ca_topic_score_gemma":0.002714566,"domain_scores_codex":[0.9995744,0.00007018758,0.00006399025,0.00007992271,0.0001638571,0.00004769172],"domain_scores_gemma":[0.9986138,0.0008084487,0.0001193737,0.00004199642,0.0003346062,0.00008164551],"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":[0.0001456523,0.0001343527,0.0002584815,0.05640009,0.0002268267,0.0004041419,0.0001357985,0.001587761,0.003935802,0.0197123,0.08673625,0.8303226],"study_design_scores_gemma":[0.00002244129,0.00007704322,0.0002244834,0.006556483,0.0002048062,0.0005421025,0.00007256686,0.0002450662,0.0006930932,0.007324312,0.983997,0.00004047502],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004344667,0.998833,0.0002094711,0.0003247983,0.0003273438,0.000003618959,0.00001711796,0.000005223442,0.0002359726],"genre_scores_gemma":[0.0004260528,0.9985811,0.000300742,0.0002634083,0.000225559,0.000007642812,0.00003003498,0.000001914897,0.0001636624],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003917662,"threshold_uncertainty_score":0.01310587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0866693445441654,"score_gpt":0.3430853308880514,"score_spread":0.256415986343886,"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."}}