{"id":"W2634519418","doi":"10.1149/ma2017-02/32/1400","title":"Development of a Common Differential Fuel Cell Test Fixture and Protocols to Expedite Material Development","year":2017,"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":"Automotive Fuel Cell Cooperation (Canada)","funders":"","keywords":"Computer science; Test fixture; Robustness (evolution); Fixture; Pressure drop; Simulation; Process engineering; Embedded system; Mechanical engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002151354,0.0002230019,0.0002983636,0.00005151019,0.000224157,0.0002070583,0.0002311147,0.0001614469,0.00004130054],"category_scores_gemma":[0.00005307758,0.0001976864,0.00002074476,0.00001844608,0.00002677197,0.00007429442,0.0001529301,0.0001143159,0.0000325054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003352256,"about_ca_system_score_gemma":0.00003788091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000147561,"about_ca_topic_score_gemma":0.00001415537,"domain_scores_codex":[0.9987844,0.000008732567,0.0005302056,0.0001959801,0.0001889901,0.0002917377],"domain_scores_gemma":[0.9993472,0.00003422028,0.0001886133,0.0002558204,0.00003641537,0.000137787],"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":[0.00003344489,0.0001061428,0.0002809643,0.003039602,0.00002764544,0.00001689492,0.002856806,0.002743736,0.9900414,2.381026e-7,0.0003597709,0.0004933974],"study_design_scores_gemma":[0.0004462006,0.00002558664,0.02517891,0.0005854109,0.00000834866,0.000003004151,0.00003686132,0.00008074935,0.9486743,0.000008355126,0.02467622,0.0002760378],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616839,0.00004431606,0.000001603007,0.00001637233,0.000680963,0.00185111,0.00001330697,0.00009493453,0.03561351],"genre_scores_gemma":[0.9878223,0.0000119275,0.0112838,0.000005009273,0.0001949241,0.0005191154,0.00001277092,0.00004059759,0.000109553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04136704,"threshold_uncertainty_score":0.8061419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01444310731819788,"score_gpt":0.2397305697046146,"score_spread":0.2252874623864167,"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."}}