{"id":"W2803359519","doi":"10.1149/2.0921807jes","title":"Virtual Liquid Water Intrusion in Fuel Cell Gas Diffusion Media","year":2018,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Alberta Energy; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; Alberta Innovates - Health Solutions","keywords":"Saturation (graph theory); Voxel; Thermal diffusivity; Intrusion; Diffusion; Liquid water; Gaseous diffusion; Materials science; Mechanics; Chemistry; Geology; Thermodynamics; Physics; Mathematics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001459875,0.0003718093,0.0003298136,0.0002486657,0.0002816431,0.000500614,0.0006656097,0.0009331831,0.0006107998],"category_scores_gemma":[0.0006060771,0.0002333967,0.0003741645,0.0001860916,0.0004325047,0.00050735,0.0003646477,0.0002969741,0.0001091226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001099651,"about_ca_system_score_gemma":0.0007766322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01400251,"about_ca_topic_score_gemma":0.005281432,"domain_scores_codex":[0.9999542,0.000009241763,0.000001778797,0.000009415102,0.00001556134,0.000009700926],"domain_scores_gemma":[0.9998807,0.00005523155,0.00001591456,0.000009408782,0.00002527129,0.00001342197],"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":[0.00003086103,0.00001205334,0.0006463189,0.00001536552,0.000005236619,0.00008662009,0.00002510915,0.9859579,0.00954597,0.001760574,0.00006920295,0.001844691],"study_design_scores_gemma":[0.000002718852,0.000006740297,0.00008380091,0.000001143804,8.933228e-7,0.00001063756,0.00000300965,0.998248,0.001377456,0.0001733716,0.00008994865,0.000002280405],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7064352,0.0005173619,0.2824053,0.0003710692,0.00004475052,0.0001097931,0.0004099552,0.0004865313,0.009220107],"genre_scores_gemma":[0.9822702,0.0001283153,0.01565691,0.00004305198,0.000003744041,0.00006000734,0.00007462646,0.00003165584,0.00173144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01400251,"threshold_uncertainty_score":0.02784199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00312535423377737,"score_gpt":0.1761299303067838,"score_spread":0.1730045760730065,"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."}}