{"id":"W2344769848","doi":"10.1016/j.ijhydene.2016.04.042","title":"Fatigue properties of catalyst coated membranes for fuel cells: Ex-situ measurements supported by numerical simulations","year":2016,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":62,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Ballard Power Systems","keywords":"Durability; Materials science; Membrane; Composite material; Stress (linguistics); Finite element method; Relative humidity; Hardening (computing); Composite number; Structural engineering; Layer (electronics); 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001178797,0.0001326891,0.0002410237,0.0001345769,0.00001795464,0.00002004814,0.0002767208,0.00008165911,0.0001104834],"category_scores_gemma":[0.0000348268,0.00008631802,0.0001261281,0.00005610386,0.00003636229,0.0001836695,0.00001921493,0.00003901766,0.000003027839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007223098,"about_ca_system_score_gemma":0.00003784258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003590298,"about_ca_topic_score_gemma":0.00000794965,"domain_scores_codex":[0.9987385,0.00002524203,0.0006227411,0.00008707069,0.0003870375,0.0001394355],"domain_scores_gemma":[0.9990976,0.00004475958,0.0002391098,0.00008043931,0.0004668944,0.00007122027],"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":[0.00008468299,0.0000687922,0.00002582438,0.00009265643,0.0006373503,0.000005825118,0.00005588339,0.05245744,0.945483,0.000008012201,0.0008257934,0.0002547962],"study_design_scores_gemma":[0.001000172,0.00004884062,0.000002389913,0.0001288851,0.00005322785,0.00002100116,0.000009533631,0.004214217,0.9765893,0.00008893394,0.01772935,0.0001141066],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9768559,0.007316286,0.0109303,0.0003409415,0.003170134,0.0001542534,0.0003275447,0.00006761259,0.0008370713],"genre_scores_gemma":[0.9986909,0.0008006702,0.0001228156,0.00001910213,0.0001442052,0.000003649387,0.00002938717,0.00003006816,0.0001592239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04824322,"threshold_uncertainty_score":0.3519947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02842500064748217,"score_gpt":0.2369308978766377,"score_spread":0.2085058972291556,"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."}}