{"id":"W1978655363","doi":"10.1016/j.jpowsour.2011.07.024","title":"A plate-frame flow-through microfluidic fuel cell stack","year":2011,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Microfluidics; Materials science; Microfabrication; Stack (abstract data type); Electrode; Power density; Porosity; Proton exchange membrane fuel cell; Optoelectronics; Nanotechnology; Fuel cells; Power (physics); Composite material; Chemical engineering; Chemistry; Fabrication; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001827867,0.0001766398,0.0003037001,0.00009006408,0.000034318,0.00004935068,0.0002365966,0.0001725635,0.00131738],"category_scores_gemma":[0.000008224314,0.0001339036,0.0001482623,0.00008844536,0.00004168283,0.0002244371,0.00002825266,0.0002953651,0.0001762467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002867389,"about_ca_system_score_gemma":0.00001870664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001002451,"about_ca_topic_score_gemma":3.461791e-7,"domain_scores_codex":[0.9989512,0.00002502533,0.0004988607,0.00008534941,0.0001778486,0.0002617386],"domain_scores_gemma":[0.9995036,0.00002285459,0.0001592239,0.0001427242,0.00006596211,0.0001056863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005733543,0.0007730933,0.0009946646,0.004131854,0.001492805,0.00172235,0.1197391,0.01522898,0.6372676,0.00007296083,0.2175549,0.000448382],"study_design_scores_gemma":[0.001827953,0.0005926522,0.0003765177,0.0002685838,0.0001733668,0.0003761635,0.001609389,0.0002941353,0.3670004,0.00178106,0.6250664,0.0006333741],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8552468,0.07739045,0.0008370195,0.00003343393,0.003449384,0.00007810236,0.00001202716,0.00008877425,0.06286403],"genre_scores_gemma":[0.9799213,0.01405004,0.005195822,0.0000783568,0.0002462963,7.603768e-7,9.347289e-7,0.00006229389,0.0004441657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4075115,"threshold_uncertainty_score":0.9995955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01201410175326401,"score_gpt":0.1853205333300016,"score_spread":0.1733064315767376,"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."}}