{"id":"W1986613567","doi":"10.1149/05002.1533ecst","title":"Rotating Disk Electrode Techniques Designed to Simulate Fuel Cell Startup/Shut-Down Transient Conditions","year":2013,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"U.S. Department of Energy","keywords":"Platinum; Transient (computer programming); Shut down; Materials science; Electrode; Durability; Overlayer; Proton exchange membrane fuel cell; Nuclear engineering; Catalysis; Fuel cells; Chemical engineering; Computer science; Chemistry; Composite material; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005849821,0.0009970384,0.0009776293,0.0005771214,0.0005045658,0.0006724679,0.001838822,0.001009683,0.003198098],"category_scores_gemma":[0.001488234,0.0004940901,0.0003865763,0.0009190837,0.0004823874,0.0006105083,0.0004589276,0.001350474,0.001047561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000564967,"about_ca_system_score_gemma":0.0004853128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001403318,"about_ca_topic_score_gemma":0.001979332,"domain_scores_codex":[0.9991243,0.0001140991,0.00009761936,0.0001932884,0.0003767919,0.00009372235],"domain_scores_gemma":[0.9989349,0.0002377071,0.0001407636,0.0003270206,0.0003162005,0.00004340447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002187503,0.00009963958,0.0003501739,0.0001811229,0.00001443979,0.0001505556,0.00008838958,0.002104829,0.9914386,0.0004124866,0.000286062,0.004654911],"study_design_scores_gemma":[0.00003089816,0.0004661483,0.0006607597,0.000003089744,0.00001853592,0.0001052299,0.00002620483,0.00585845,0.9901322,0.0000974734,0.002585689,0.00001527989],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.701115,0.001103552,0.2821338,0.0002052731,0.0005197278,0.002467848,0.003921105,0.003580685,0.004953159],"genre_scores_gemma":[0.7740822,0.001992075,0.2106406,0.0001310907,0.00005268848,0.003870023,0.002727399,0.0005290085,0.00597491],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.003198098,"threshold_uncertainty_score":0.01069868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004769631762370579,"score_gpt":0.1996693697296634,"score_spread":0.1948997379672928,"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."}}