{"id":"W2587248781","doi":"10.1149/2.0891704jes","title":"Key Considerations for High Current Fuel Cell Catalyst Testing in an Electrochemical Half-Cell","year":2017,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":107,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Electrolyte; Limiting current; Catalysis; Fuel cells; Electrochemistry; Limiting; Electrode; Current (fluid); Constant current; Materials science; Proton exchange membrane fuel cell; Current density; Drop (telecommunication); Electrochemical cell; Computer science; Chemical engineering; Chemistry; Nanotechnology; Electrical engineering; Engineering; Mechanical engineering; Telecommunications; Organic chemistry","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":[0.003846384,0.001042624,0.001215361,0.0009535658,0.0007230989,0.001709986,0.002512742,0.001720309,0.005382543],"category_scores_gemma":[0.008014981,0.0007362724,0.0004957658,0.0003648834,0.0008456708,0.002276768,0.001261332,0.001368146,0.00360599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006450544,"about_ca_system_score_gemma":0.0009153098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008044538,"about_ca_topic_score_gemma":0.00219938,"domain_scores_codex":[0.9963624,0.0006372191,0.0002504689,0.0003788206,0.00221607,0.0001549295],"domain_scores_gemma":[0.9932254,0.003285818,0.0003024018,0.0006611453,0.002257468,0.0002677446],"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":[0.0002536,0.0001102462,0.001424635,0.0005191019,0.00002122595,0.0003787476,0.0001065393,0.001034678,0.9626105,0.002041273,0.001048875,0.03045055],"study_design_scores_gemma":[0.00003482083,0.0008916598,0.00312931,0.0001140078,0.00005056337,0.001788473,0.0002959054,0.01198512,0.955173,0.002069833,0.02440489,0.00006247841],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3401435,0.005987166,0.6216879,0.004691877,0.001114758,0.002533996,0.002122333,0.003806301,0.01791219],"genre_scores_gemma":[0.565052,0.002849022,0.417899,0.001016015,0.0002775869,0.001891282,0.001569682,0.000440622,0.009004823],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005382543,"threshold_uncertainty_score":0.02034181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01994530081142485,"score_gpt":0.2561786569592386,"score_spread":0.2362333561478137,"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."}}