{"id":"W2068371539","doi":"10.1016/j.jpowsour.2010.05.027","title":"Open circuit voltage durability study and model of catalyst coated membranes at different humidification levels","year":2010,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hydrogenics (Canada); University of Waterloo","funders":"","keywords":"Fluoride; Open-circuit voltage; Membrane; Durability; Degradation (telecommunications); Relative humidity; Ionomer; Chemical engineering; Materials science; Catalysis; Scanning electron microscope; Proton exchange membrane fuel cell; Composite material; Chemistry; Voltage; Inorganic chemistry; Organic chemistry; Electrical engineering; Polymer; Engineering; Copolymer","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":[0.000208215,0.000219612,0.0002687705,0.0002829528,0.0003097969,0.0003558899,0.0007819228,0.0007609208,0.002319326],"category_scores_gemma":[0.0004509563,0.0001613171,0.0003688065,0.0002569601,0.0002582584,0.0005573911,0.0001435836,0.0005202896,0.0002990171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002745136,"about_ca_system_score_gemma":0.0001365684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001300254,"about_ca_topic_score_gemma":0.0009435748,"domain_scores_codex":[0.9998325,0.00001265585,0.00001002242,0.00004211633,0.00006970588,0.000032965],"domain_scores_gemma":[0.9997386,0.0000764393,0.00003724963,0.00004198462,0.00008888577,0.00001670047],"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":[0.0005586037,0.00008650863,0.001142673,0.0001370332,0.00002540166,0.0002370502,0.00009628093,0.004492282,0.9871799,0.0004938493,0.0001391448,0.005411249],"study_design_scores_gemma":[0.00001120223,0.0003269069,0.003132863,0.000006858149,0.00002931317,0.0001156111,0.00006674929,0.0188217,0.9766682,0.0001280165,0.0006833516,0.000009189443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946063,0.0005270546,0.00337888,0.00003812771,0.00002370272,0.00001289621,0.0002561799,0.00005525184,0.001101569],"genre_scores_gemma":[0.9983721,0.0001448703,0.0005928975,0.000006194053,0.000003278772,0.000006333677,0.0001119072,0.000008812883,0.0007534637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002319326,"threshold_uncertainty_score":0.007758975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02617187038679534,"score_gpt":0.2395172488380257,"score_spread":0.2133453784512304,"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."}}