{"id":"W4285399112","doi":"10.1149/ma2022-01412468mtgabs","title":"Modeling and Simulation of the Mechanical Properties of Reinforced Fuel Cell Membranes","year":2022,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Membrane; Materials science; Composite material; Durability; Electrolyte; Polymer; Forensic engineering; Electrode; Chemistry; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003823947,0.0007741399,0.0009320474,0.0005651012,0.0005791945,0.0009825025,0.001785397,0.002868465,0.00211113],"category_scores_gemma":[0.001000776,0.0005982059,0.001119294,0.0006683382,0.0007476335,0.0008670565,0.000589837,0.0008609089,0.0004280507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009576433,"about_ca_system_score_gemma":0.001077451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01191822,"about_ca_topic_score_gemma":0.005714264,"domain_scores_codex":[0.999733,0.00005346935,0.00001721466,0.00004347118,0.0001059661,0.00004693301],"domain_scores_gemma":[0.999701,0.0001338178,0.00004927319,0.00002751255,0.00006737384,0.00002114142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000946881,0.00001859332,0.0002678312,0.00002683819,0.000009936504,0.00006033135,0.00002097412,0.9945917,0.002283485,0.001259951,0.0001037581,0.001347207],"study_design_scores_gemma":[0.000004317561,0.000009529669,0.0001494379,0.000004279298,0.0000025628,0.00001230982,0.000006177458,0.9987139,0.000369731,0.0002922893,0.0004317145,0.000003854078],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4310248,0.003187434,0.4953693,0.00119471,0.0003643938,0.000448121,0.002930043,0.00126286,0.06421822],"genre_scores_gemma":[0.9366062,0.001397046,0.0471451,0.0001194089,0.00006573314,0.0005276757,0.0008142793,0.0001436674,0.01318078],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01191822,"threshold_uncertainty_score":0.02369767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01433143647785759,"score_gpt":0.1916879061462046,"score_spread":0.177356469668347,"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."}}