{"id":"W2598335084","doi":"10.1149/ma2008-02/11/789","title":"Durability and Freeze Start Capability of Novel PEM Stack Design","year":2008,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Electronic Packaging and Soldering Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada)","funders":"","keywords":"Stack (abstract data type); Durability; Proton exchange membrane fuel cell; Computer science; Engineering; Chemical engineering; Fuel cells; Operating system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006267595,0.0001691885,0.0002471876,0.00005595293,0.00009406938,0.00001101718,0.0001517258,0.0001240909,0.000002673976],"category_scores_gemma":[0.0006456036,0.0001728705,0.0000388101,0.0001133813,0.0002005938,0.00008225098,0.0000395907,0.0003071142,0.000002550541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000762796,"about_ca_system_score_gemma":0.00004246135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001798375,"about_ca_topic_score_gemma":0.00001996431,"domain_scores_codex":[0.9989004,0.00002272496,0.0003385943,0.0002287039,0.0001588518,0.000350696],"domain_scores_gemma":[0.9991424,0.000302202,0.0000656919,0.0003801349,0.00004810812,0.00006143696],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002268675,0.0001919292,0.02935182,0.0004511636,0.00007814524,0.00001635378,0.001483649,0.5373242,0.4295723,0.00002904479,0.0009265739,0.0005520788],"study_design_scores_gemma":[0.000574231,0.0001094133,0.1840256,0.000122222,0.00001770683,0.00005222056,0.0001767211,0.01620256,0.7973165,0.0007635833,0.0002473687,0.0003918252],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943441,0.0004433641,0.0007859783,0.00006420236,0.00008218497,0.0001277901,0.000007564488,0.0007697138,0.00337507],"genre_scores_gemma":[0.9841895,0.00009265565,0.01564638,0.000003495701,0.00001979601,0.000006706999,0.000001327384,0.00002245511,0.00001774814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5211217,"threshold_uncertainty_score":0.7049453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03702883470106536,"score_gpt":0.2254117908195059,"score_spread":0.1883829561184406,"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."}}