{"id":"W4234534025","doi":"10.1149/ma2020-02342213mtgabs","title":"Combined Two-phase Co-flow and Counter-flow in a Gas Channel/Porous Transport Layer Assembly","year":2020,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Porous medium; Mechanics; Capillary action; Porosity; Flow (mathematics); Bubble; Materials science; Chemistry; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001378486,0.0002497078,0.000354581,0.0003616904,0.0002899559,0.0005470878,0.00042188,0.0005443349,0.0009595626],"category_scores_gemma":[0.0001926299,0.0002208021,0.0004101616,0.0002461619,0.0005723542,0.0002994287,0.0003219496,0.0002205862,0.0001087468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006333683,"about_ca_system_score_gemma":0.0004884423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002934494,"about_ca_topic_score_gemma":0.00198638,"domain_scores_codex":[0.9999073,0.00001205585,0.000003578616,0.00001704321,0.00003382644,0.00002623061],"domain_scores_gemma":[0.999922,0.00003007313,0.00002149131,0.000006073268,0.000009608375,0.00001073848],"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":[0.0001385765,0.0000695298,0.001658323,0.0001638183,0.0000276652,0.0004276348,0.00006034762,0.8473467,0.1340363,0.01102147,0.0002051726,0.004844441],"study_design_scores_gemma":[0.00001269933,0.00004438182,0.0003931297,0.000003628041,0.000006472304,0.00004626202,0.00000831409,0.9859769,0.01287598,0.000323117,0.0003030368,0.000006006426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8768237,0.0005636474,0.1127536,0.0001257257,0.00004100475,0.0000739145,0.000270228,0.0003352513,0.009012911],"genre_scores_gemma":[0.9721768,0.0001267201,0.02597804,0.00001260234,0.000006450017,0.00003570113,0.00006938913,0.00001712443,0.001577014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002934494,"threshold_uncertainty_score":0.005834818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01507669904342653,"score_gpt":0.2375393769651872,"score_spread":0.2224626779217607,"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."}}