{"id":"W3210969386","doi":"10.5281/zenodo.1001635","title":"Numerical Studies Of A 3D Dmfc Short-Stack","year":2017,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"European Commission","keywords":"Stack (abstract data type); Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000365995,0.0004716727,0.0005511238,0.0005493624,0.0008154557,0.001038733,0.0007781635,0.001868938,0.003844833],"category_scores_gemma":[0.001028569,0.000301249,0.0007662164,0.0005478403,0.0007157578,0.0005471498,0.0007984689,0.0006755679,0.0002798522],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001225184,"about_ca_system_score_gemma":0.001332546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01619411,"about_ca_topic_score_gemma":0.01005655,"domain_scores_codex":[0.9998475,0.00001817762,0.000008302154,0.00002989658,0.0000630315,0.00003293815],"domain_scores_gemma":[0.9996,0.0001919478,0.00004270498,0.00002814963,0.00009814397,0.00003905093],"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":[0.000032522,0.00003616533,0.001428334,0.00005383153,0.00001001499,0.0001253093,0.00005855105,0.9893603,0.003639266,0.002583652,0.0002626936,0.002409334],"study_design_scores_gemma":[0.000008540651,0.00002130341,0.0004071147,0.000008685312,0.000003985788,0.00002285549,0.00004404955,0.9972743,0.0009873938,0.0004652485,0.0007477438,0.000008676502],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8571805,0.0007269687,0.09591898,0.001260504,0.0001832476,0.0001725334,0.002044053,0.0004386279,0.0420746],"genre_scores_gemma":[0.9580234,0.0002883111,0.0349513,0.0001100478,0.00002290008,0.0001544051,0.0008418516,0.0000545168,0.005553252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01619411,"threshold_uncertainty_score":0.03219968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05922614848598434,"score_gpt":0.2754183891637706,"score_spread":0.2161922406777863,"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."}}