{"id":"W2995712152","doi":"10.1016/j.jpowsour.2019.227542","title":"Study of relative humidity on durability of the reversal tolerant proton exchange membrane fuel cell anode using a segmented cell","year":2019,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada","funders":"Shenzhen Peacock Plan; National Key Research and Development Program of China; Development and Reform Commission of Shenzhen Municipality","keywords":"Anode; Proton exchange membrane fuel cell; Membrane electrode assembly; Relative humidity; Electrolysis; Hydrogen; Catalysis; Chemical engineering; Degradation (telecommunications); Durability; Polymer electrolyte membrane electrolysis; Cathode; Materials science; Water transport; Chemistry; Electrode; Composite material; Water flow; Environmental science; Environmental engineering; Organic chemistry; Electrical engineering; Electrolyte","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":[0.0002656783,0.0002071788,0.000387783,0.0001691194,0.00022756,0.0003285479,0.0003584185,0.0003319397,0.001009695],"category_scores_gemma":[0.0004095501,0.0001343025,0.000247877,0.0002424794,0.0002094789,0.0004534305,0.000154953,0.000349672,0.0001616655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001989965,"about_ca_system_score_gemma":0.0001311543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001172261,"about_ca_topic_score_gemma":0.001329691,"domain_scores_codex":[0.9997916,0.00002321712,0.00001302225,0.00004839403,0.00008337302,0.00004044904],"domain_scores_gemma":[0.9997438,0.00007424619,0.00002599348,0.00002563038,0.0001110664,0.00001934214],"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":[0.0006488853,0.00007576661,0.002230609,0.0001202832,0.00002281449,0.0001630693,0.0001098709,0.0003867618,0.9896997,0.0001081608,0.0000797968,0.006354366],"study_design_scores_gemma":[0.000008038826,0.0007284991,0.007799081,0.000005549178,0.00003953371,0.00009371842,0.0001263168,0.002670435,0.9878836,0.00002009056,0.0006157369,0.000009322187],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989923,0.0004192636,0.0002579536,0.0000161846,0.00001728626,0.000003143542,0.00004755847,0.00000595041,0.000240422],"genre_scores_gemma":[0.9993044,0.0001967727,0.0001365131,0.000006798418,0.000006195652,0.000001713668,0.00003961424,0.0000032681,0.0003046673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001172261,"threshold_uncertainty_score":0.003377795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01137713570994588,"score_gpt":0.2094676970279713,"score_spread":0.1980905613180254,"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."}}