{"id":"W4301794790","doi":"10.1149/ma2013-02/15/1263","title":"Mechanical Damage Propagation in Polymer Electrolyte Membrane Fuel Cells Under Humidity and Temperature Cycles","year":2013,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Electrolyte; Humidity; Polymer; Materials science; Membrane; Fuel cells; Composite material; Chemical engineering; Chemistry; Meteorology; Electrode; Engineering","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":[0.0001405517,0.0001428852,0.0001846553,0.0003109406,0.0003974339,0.0002990128,0.0002280055,0.0004020816,0.002147722],"category_scores_gemma":[0.0004738751,0.000144384,0.0001031373,0.0002380303,0.0003667079,0.0003146605,0.0001526268,0.0002377413,0.0002351192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003457725,"about_ca_system_score_gemma":0.0001409449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003210657,"about_ca_topic_score_gemma":0.00361507,"domain_scores_codex":[0.9998626,0.00001317768,0.000005465541,0.00002104628,0.00005907458,0.00003854949],"domain_scores_gemma":[0.9997883,0.00006459201,0.00003341871,0.00001964674,0.00007090702,0.0000231895],"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":[0.00137836,0.0001242864,0.004990072,0.0001261972,0.0000350404,0.0006660816,0.0002790673,0.006201562,0.9656807,0.0002298184,0.0006150946,0.01967388],"study_design_scores_gemma":[0.000025184,0.0007576705,0.04274995,0.00002045411,0.00002344617,0.0003044665,0.0003478344,0.02113992,0.9329957,0.0001857163,0.0014232,0.0000264818],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982706,0.0004546759,0.000341656,0.0000329615,0.00001403499,0.000008312333,0.00007682409,0.00001660582,0.0007842287],"genre_scores_gemma":[0.9992767,0.0001053558,0.00007793499,0.000008421378,0.000002816516,0.000003151633,0.00003711115,0.000003216393,0.0004852183],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003210657,"threshold_uncertainty_score":0.007184863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005940769024012332,"score_gpt":0.1908886590177709,"score_spread":0.1849478899937585,"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."}}