{"id":"W2141350169","doi":"10.1149/2.0191507jes","title":"Investigating Inlet Condition Effects on PEMFC GDL Liquid Water Transport through Pore Network Modeling","year":2015,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"University of Toronto; Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Inlet; Saturation (graph theory); Materials science; Percolation (cognitive psychology); Mechanics; Capillary pressure; Percolation theory; Petroleum engineering; Porosity; Porous medium; Chemistry; Geology; Composite material; Conductivity; Geomorphology","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":[0.0003105649,0.0003931683,0.0003653031,0.0002921559,0.0002612334,0.0004951037,0.000508844,0.0006278636,0.0007647029],"category_scores_gemma":[0.001099956,0.0002238859,0.0003753375,0.0002432878,0.0003705365,0.0007594458,0.0003858101,0.0004036145,0.00008365967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007261076,"about_ca_system_score_gemma":0.0005484218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01003171,"about_ca_topic_score_gemma":0.005230221,"domain_scores_codex":[0.9998833,0.00002192632,0.00000499504,0.00002572314,0.00003451248,0.00002948554],"domain_scores_gemma":[0.9995721,0.0002888773,0.00005141112,0.00001954154,0.00005294267,0.00001517711],"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":[0.00007995549,0.00006954946,0.002282289,0.0001120017,0.00001393132,0.000183149,0.00008811316,0.9139996,0.07694532,0.001911181,0.00006860466,0.00424634],"study_design_scores_gemma":[0.000002324587,0.00001342703,0.0001698978,0.000002031621,0.000003158711,0.000005740857,0.00001041477,0.9880947,0.01150822,0.00009091466,0.00009583061,0.000003227089],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9161391,0.0003164716,0.07968982,0.0001027703,0.00001854881,0.00004605204,0.0001697215,0.0002639282,0.003253564],"genre_scores_gemma":[0.9910828,0.0001537251,0.008174363,0.000008524415,0.000001746556,0.00002196578,0.00004285112,0.00002082421,0.0004933171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01003171,"threshold_uncertainty_score":0.01994663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01033087107113572,"score_gpt":0.2099206621021214,"score_spread":0.1995897910309857,"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."}}