{"id":"W1978995276","doi":"10.1063/1.3515523","title":"A perspective on microfluidic biofuel cells","year":2010,"lang":"en","type":"article","venue":"Biomicrofluidics","topic":"Microbial Fuel Cells and Bioremediation","field":"Environmental Science","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Simon Fraser University","keywords":"Microfluidics; Microfabrication; Nanotechnology; Biochemical engineering; Electronics; Fuel cells; Biofuel; Computer science; Process engineering; Fabrication; Materials science; Engineering; Electrical engineering; Waste management","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007889362,0.0009016232,0.001125128,0.001098079,0.0008885099,0.002201037,0.001502501,0.004220982,0.008016854],"category_scores_gemma":[0.0007031243,0.000392328,0.0007546807,0.0008996149,0.002441261,0.00479827,0.001216335,0.003497673,0.004043549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001173296,"about_ca_system_score_gemma":0.0005841778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004372348,"about_ca_topic_score_gemma":0.000723589,"domain_scores_codex":[0.999556,0.00012196,0.00001834096,0.000073715,0.0001852483,0.00004471526],"domain_scores_gemma":[0.9995989,0.0002262034,0.00002306698,0.00002267259,0.0000828785,0.00004612874],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007153553,0.0001622888,0.0001823326,0.003583903,0.00004105837,0.0007433611,0.0003108344,0.00176363,0.0203561,0.6436434,0.08713925,0.2420024],"study_design_scores_gemma":[0.000008371994,0.00007840126,0.00005187797,0.0002852807,0.000007871603,0.0003472056,0.00008445695,0.0003170256,0.002288792,0.04372431,0.9527918,0.00001450391],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000908008,0.9071223,0.01711154,0.02227582,0.01244996,0.0000333056,0.00006971403,0.0001262197,0.03990308],"genre_scores_gemma":[0.01657273,0.9021952,0.01762075,0.01848714,0.01547005,0.0001543971,0.00008948429,0.00005917834,0.02935102],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008016854,"threshold_uncertainty_score":0.02681905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005896827135068126,"score_gpt":0.2178058052674644,"score_spread":0.2119089781323963,"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."}}