{"id":"W2332649901","doi":"10.1149/1.3484563","title":"Membrane Performance and Durability under Automotive Fuel Cell Operation Conditions","year":2010,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada)","funders":"","keywords":"Durability; Membrane; Materials science; Automotive industry; Ionomer; Proton exchange membrane fuel cell; Inert gas; Composite material; Chemistry; Engineering; Polymer","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":[0.0006188207,0.0003274625,0.0004306911,0.0003364403,0.0006085394,0.0006639786,0.0004323965,0.0009756716,0.001396632],"category_scores_gemma":[0.0009272021,0.0001548911,0.0003685187,0.0003904676,0.0001945709,0.0007653871,0.0002841422,0.0005126364,0.0007643226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003526956,"about_ca_system_score_gemma":0.000252493,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001110589,"about_ca_topic_score_gemma":0.001011134,"domain_scores_codex":[0.9994897,0.00005351647,0.00004735449,0.00009960049,0.0002076288,0.0001022224],"domain_scores_gemma":[0.9995409,0.00008296479,0.00005720512,0.00004831311,0.0002350201,0.00003566573],"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":[0.0002062896,0.00003691856,0.001743193,0.00008472901,0.00001712593,0.0001338891,0.00007734577,0.0002506715,0.9927703,0.00004890359,0.00005234715,0.004578335],"study_design_scores_gemma":[0.000001890185,0.0003240556,0.002370104,0.000004876021,0.00001598576,0.000185943,0.00006220966,0.0003658478,0.9958727,0.00001714115,0.0007709077,0.000008302827],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964007,0.001503644,0.001147703,0.0000515443,0.00002780323,0.000006921292,0.000179582,0.00003394184,0.0006481492],"genre_scores_gemma":[0.9973688,0.0006443633,0.0007742787,0.00001660418,0.000009624912,0.000008085618,0.0002389457,0.00001042241,0.0009287968],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001396632,"threshold_uncertainty_score":0.00467217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00411605540104693,"score_gpt":0.1827555428464887,"score_spread":0.1786394874454418,"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."}}