{"id":"W3003827677","doi":"","title":"Compressive behaviour of thin porous layers with application to PEM fuel cells","year":2019,"lang":"en","type":"dissertation","venue":"Summit (Simon Fraser University)","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Proton exchange membrane fuel cell; Materials science; Porosity; Fuel cells; Composite material; Porous medium; Engineering; Chemical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001955482,0.0001968955,0.0001469515,0.0002769507,0.0001490056,0.0003009166,0.0002561981,0.0002854161,0.0005899402],"category_scores_gemma":[0.0004701911,0.0001839336,0.0001381238,0.0002842802,0.0003160302,0.0002785611,0.0001939631,0.0002571567,0.00009066932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003275106,"about_ca_system_score_gemma":0.0001281726,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001131527,"about_ca_topic_score_gemma":0.001379031,"domain_scores_codex":[0.9998409,0.000007926362,0.00000776696,0.00002452939,0.0001010824,0.00001788493],"domain_scores_gemma":[0.9997897,0.00006672298,0.000061936,0.00001731541,0.00004909073,0.00001524275],"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":[0.00004749231,0.00001103643,0.001136191,0.00008409376,0.000005767486,0.0001085733,0.00005561216,0.002679799,0.9912865,0.0001986247,0.00004809978,0.004338221],"study_design_scores_gemma":[0.000005255346,0.0001920152,0.009297432,0.0000154457,0.000009615089,0.0001421083,0.00009113934,0.01454542,0.9739316,0.0001105931,0.001643554,0.00001584722],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947904,0.001105467,0.002609365,0.00005681647,0.000009546876,0.000008783795,0.0001894928,0.00004844763,0.001181631],"genre_scores_gemma":[0.9980178,0.0003810506,0.001169612,0.000008810182,0.000003149971,0.00000559571,0.00009475788,0.000004921149,0.0003144695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001131527,"threshold_uncertainty_score":0.002376258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004227364649763921,"score_gpt":0.1799334513315492,"score_spread":0.1757060866817853,"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."}}