{"id":"W1994879716","doi":"10.1115/1.4023447","title":"Planar Multiplexing of Microfluidic Fuel Cells","year":2013,"lang":"en","type":"article","venue":"Journal of Fluids Engineering","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Western Economic Diversification Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Microfluidics; Multiplexing; Anode; Microbial fuel cell; Electrolyte; Materials science; Fluidics; Planar array; Planar; Nanotechnology; Computer science; Electrode; Optoelectronics; Chemistry; Electrical engineering; Engineering; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001684741,0.0001708153,0.0003564998,0.0002239423,0.00001247587,0.00003051268,0.0001861311,0.0001231037,0.0001402129],"category_scores_gemma":[0.00001963859,0.0001472824,0.000130258,0.0001247783,0.00001458084,0.0002186186,0.00001446537,0.0002257493,0.00003329493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004454036,"about_ca_system_score_gemma":0.00001238116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008809531,"about_ca_topic_score_gemma":5.741834e-8,"domain_scores_codex":[0.9988672,0.000008513303,0.0006506669,0.00006438127,0.0001694397,0.0002397944],"domain_scores_gemma":[0.9995236,0.0000557516,0.00008838083,0.0001236218,0.00009406866,0.0001145315],"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":[0.000003164333,0.00001098232,0.00001674634,0.0007872972,0.00007293092,0.00001527811,0.0001456375,0.09886304,0.8966762,0.00001298325,0.003263748,0.0001319963],"study_design_scores_gemma":[0.0006184733,0.00008667741,0.0002892427,0.0003497931,0.00003949744,0.0001065147,0.00005241133,0.02576303,0.9650517,0.0000580292,0.007331015,0.0002536586],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9343514,0.04609333,0.01318944,0.00003706337,0.00428794,0.0002081499,0.00001373863,0.0001551503,0.001663808],"genre_scores_gemma":[0.9871756,0.004858648,0.007592842,0.000007661553,0.0002673437,0.000001929427,0.000001109632,0.00005663931,0.00003821402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07310001,"threshold_uncertainty_score":0.6006002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004942222688889714,"score_gpt":0.167119243131267,"score_spread":0.1621770204423773,"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."}}