{"id":"W2326705411","doi":"10.1149/1.3484620","title":"Relative Humidity Effect on Anode Durability in PEMFC Startup/Shutdown Processes","year":2010,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ballard Power Systems (Canada)","funders":"","keywords":"Anode; Relative humidity; Electrolyte; Durability; Proton exchange membrane fuel cell; Materials science; Cathode; Degradation (telecommunications); Dissolution; Crossover; Chemical engineering; Membrane electrode assembly; Chemistry; Composite material; Fuel cells; Electrode; Electrical engineering; Thermodynamics","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":[0.0005069342,0.0003195632,0.0004333827,0.0001865512,0.0002529472,0.0005111772,0.0003095501,0.0003779237,0.001032606],"category_scores_gemma":[0.001233823,0.0002611654,0.0001952321,0.0001633293,0.000275799,0.000485515,0.0002548431,0.0004395592,0.0002689881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002414608,"about_ca_system_score_gemma":0.0001318336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001029424,"about_ca_topic_score_gemma":0.001060813,"domain_scores_codex":[0.9995734,0.00006241404,0.00003896206,0.00007404065,0.0001685465,0.00008265837],"domain_scores_gemma":[0.9992894,0.0003432571,0.0001045097,0.00007245254,0.0001409901,0.00004933874],"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":[0.0004821563,0.00005022583,0.001343057,0.00007943574,0.00001692993,0.0001585469,0.0001272862,0.00048128,0.989306,0.0000347788,0.00004744691,0.007872716],"study_design_scores_gemma":[0.000003697671,0.0002910049,0.003664863,0.000002583489,0.00001493739,0.00006171408,0.00003918381,0.0007502739,0.9949048,0.000008525103,0.000252633,0.000005880781],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971619,0.001128033,0.001029192,0.00003444656,0.00002228519,0.000012019,0.00007570793,0.00004455927,0.0004919894],"genre_scores_gemma":[0.9989151,0.0003155324,0.0003453157,0.00001251726,0.000007265933,0.000004763098,0.00005154734,0.00001144855,0.0003364965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001032606,"threshold_uncertainty_score":0.003454447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005214760753303187,"score_gpt":0.2047770182156985,"score_spread":0.1995622574623954,"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."}}