{"id":"W3008714854","doi":"10.1002/fuce.201900171","title":"New CCL|MPL Architecture Reducing Interfacial Gaps and Enhancing PEM Fuel Cell Performance","year":2020,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microporous material; Proton exchange membrane fuel cell; Cathode; Materials science; Chemical engineering; Sintering; Catalysis; Layer (electronics); Membrane electrode assembly; Electrode; Fuel cells; Nanotechnology; Composite material; Anode; Chemistry","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":[0.0001107251,0.0003864637,0.0002227313,0.0003547628,0.0002045701,0.0004855331,0.0005801329,0.0006244521,0.001249595],"category_scores_gemma":[0.0002185263,0.0002085291,0.0001624544,0.0001672821,0.0002000602,0.0005503008,0.0003258049,0.0003868866,0.0005886674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003520508,"about_ca_system_score_gemma":0.0001609641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003788036,"about_ca_topic_score_gemma":0.0008438271,"domain_scores_codex":[0.9999024,0.000008049206,0.000007105907,0.00002940786,0.00003176745,0.00002120358],"domain_scores_gemma":[0.9998523,0.00002198697,0.00004143716,0.00001999609,0.00003570612,0.0000284436],"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":[0.00002883911,0.0000149988,0.00006940286,0.00005022205,0.000002698432,0.00005447239,0.000009692548,0.000135614,0.9981622,0.0001250676,0.00006992552,0.00127697],"study_design_scores_gemma":[0.00001298661,0.0001283951,0.0004915759,0.000002797677,0.000007431103,0.0001163366,0.00001078502,0.001978556,0.9948854,0.00003425434,0.002324085,0.00000734918],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781573,0.001139558,0.01532838,0.0002403488,0.00006403738,0.00005534082,0.0004499874,0.0007942539,0.003770754],"genre_scores_gemma":[0.9836959,0.0003363875,0.0142521,0.0000771252,0.00002540284,0.00005839353,0.0002081531,0.00004967785,0.001296789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001249595,"threshold_uncertainty_score":0.004180253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005854980289256261,"score_gpt":0.1700233072129501,"score_spread":0.1641683269236938,"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."}}