{"id":"W4391638470","doi":"10.1149/ma2023-02422102mtgabs","title":"Elucidating the Role of Flow Fields in Bubble Removal from Porous Transport Layers","year":2023,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Bubble; Porosity; Flow (mathematics); Mechanics; Porous medium; Materials science; Physics; Composite material","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":[0.0004659307,0.0001133572,0.0001544725,0.00007097589,0.00004667561,0.00001458739,0.0001626168,0.000091535,0.00001198773],"category_scores_gemma":[0.00007948931,0.0001036628,0.0000475243,0.0002318988,0.00001386471,0.00005720187,0.00001823039,0.0002490971,0.0000207527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002452057,"about_ca_system_score_gemma":0.000016581,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001544829,"about_ca_topic_score_gemma":0.000637342,"domain_scores_codex":[0.9990741,0.00001224065,0.0003462152,0.0001393447,0.0001565179,0.0002715596],"domain_scores_gemma":[0.9995225,0.0001916105,0.00004606642,0.0001885052,0.00001565168,0.00003567311],"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":[0.000003175581,0.000006141835,0.001733742,0.00002246481,0.00001420817,0.00004891152,0.001326389,0.9232346,0.07090937,0.000008140751,0.00005783021,0.002634959],"study_design_scores_gemma":[0.0002930185,0.0000123775,0.04517596,0.0002526024,0.00001425453,0.000006243022,0.001173691,0.8709096,0.07942007,0.000984414,0.001521271,0.0002364935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9452231,0.0002375282,0.0000343556,0.00005391912,0.0002674035,0.00007195571,0.00001649229,0.0001854831,0.05390978],"genre_scores_gemma":[0.9981462,0.00003933992,0.001580729,0.00001302176,0.00009021475,0.000004764909,0.00002942702,0.00003188551,0.00006441651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05384537,"threshold_uncertainty_score":0.4227245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006533070055917701,"score_gpt":0.1943284619086789,"score_spread":0.1877953918527612,"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."}}