{"id":"W2517750798","doi":"10.1016/j.elecom.2016.08.018","title":"Mesoscopic degradation effects of voltage cycled cathode catalyst layers in polymer electrolyte fuel cells","year":2016,"lang":"en","type":"article","venue":"Electrochemistry Communications","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ballard Power Systems (Canada); Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Ballard Power Systems","keywords":"Ionomer; Electrolyte; Cathode; Materials science; Polymer; Degradation (telecommunications); Platinum; Chemical engineering; Catalysis; Proton exchange membrane fuel cell; Carbon fibers; Corrosion; Analytical Chemistry (journal); Composite material; Chemistry; Electrode; Organic chemistry; Copolymer; Physical 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":[0.00009963839,0.0001556448,0.0002477121,0.000212502,0.0002513298,0.0005305363,0.000233372,0.0003824594,0.001368255],"category_scores_gemma":[0.0003636254,0.0001647764,0.000130154,0.0001601365,0.0003277368,0.0004019718,0.0002062002,0.0005091344,0.0001769026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004914841,"about_ca_system_score_gemma":0.000145071,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008567255,"about_ca_topic_score_gemma":0.001027764,"domain_scores_codex":[0.9998963,0.000006825943,0.000003408566,0.0000135785,0.00005221436,0.00002760721],"domain_scores_gemma":[0.9998866,0.00004593662,0.00001495821,0.00001178351,0.00002723353,0.00001351503],"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":[0.0003027745,0.0000477683,0.0006210732,0.00005841865,0.0000127744,0.0002073888,0.00007119832,0.00189184,0.9900882,0.0004116414,0.0001726252,0.006114432],"study_design_scores_gemma":[0.00001500565,0.0001360123,0.004867901,0.000008150419,0.0000114257,0.0001088007,0.00008034868,0.01346468,0.9805707,0.0001769692,0.0005494816,0.00001058766],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977568,0.0006652453,0.0003398923,0.00006091333,0.00001702857,0.000002182168,0.00003560088,0.00003311671,0.001089259],"genre_scores_gemma":[0.9993961,0.0001700547,0.00008997982,0.00001270965,0.000004935241,0.000001089023,0.00001480375,0.000008870015,0.0003013781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001368255,"threshold_uncertainty_score":0.004577279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004041425859163462,"score_gpt":0.1986783350306884,"score_spread":0.1946369091715249,"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."}}