{"id":"W117522915","doi":"","title":"Condensation in the Cathode of a PEM Fuel Cell","year":2003,"lang":"en","type":"article","venue":"","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Isothermal process; Proton exchange membrane fuel cell; Flow (mathematics); Cathode; Thermodynamics; Mechanics; Phase (matter); Condensation; Two-phase flow; Materials science; Isothermal flow; Fuel cells; Chemistry; Open-channel flow; Chemical engineering; Physics; Engineering","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":[0.0002163907,0.0003116296,0.0005317656,0.0002574312,0.000608802,0.0006946414,0.0003572171,0.0007196578,0.001218541],"category_scores_gemma":[0.0008104127,0.0002202363,0.000267605,0.000228709,0.0007138828,0.0006589122,0.0003466091,0.0003801225,0.0001252043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001059636,"about_ca_system_score_gemma":0.0007455951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006652774,"about_ca_topic_score_gemma":0.002998024,"domain_scores_codex":[0.9999312,0.00001144418,0.000001858929,0.00001110942,0.0000279077,0.00001647477],"domain_scores_gemma":[0.9998466,0.00009008556,0.00001506054,0.000004367286,0.0000267818,0.00001715227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003842603,0.0001373745,0.003178258,0.0002141919,0.00002419688,0.0008741585,0.0002294701,0.8341029,0.1284835,0.02192343,0.0004941212,0.009954193],"study_design_scores_gemma":[0.00005652856,0.0001134436,0.0007151566,0.000006305071,0.000007211503,0.0000440074,0.00004472588,0.9786357,0.01820184,0.001491746,0.0006730931,0.00001028351],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637251,0.0006722879,0.0242497,0.0002889029,0.00006007146,0.00006032343,0.0001197409,0.0001134177,0.01071039],"genre_scores_gemma":[0.9936742,0.0002628587,0.003524959,0.00003766385,0.00001892561,0.00002870621,0.00005764809,0.00001953487,0.002375577],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006652774,"threshold_uncertainty_score":0.01322812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007224695078955083,"score_gpt":0.1787147862138481,"score_spread":0.1714900911348931,"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."}}