{"id":"W2111296557","doi":"10.1149/1.3635598","title":"Water Uptake in PEMFC Catalyst Layers","year":2011,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Proton exchange membrane fuel cell; Nafion; Catalysis; Water vapor; Sorption; Chemical engineering; Saturation (graph theory); Capillary action; Protonation; Materials science; Chemistry; Proton; Water transport; Inorganic chemistry; Analytical Chemistry (journal); Ion; Chromatography; Water flow; Electrode; Electrochemistry; Composite material; Organic chemistry; Adsorption; Physical chemistry","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":[0.0001368927,0.0003504415,0.0002718242,0.000358134,0.000239608,0.0003271433,0.0002284437,0.0002804858,0.001547247],"category_scores_gemma":[0.0004335385,0.0001571637,0.0001982978,0.0003345311,0.0001477866,0.0005080032,0.0001891265,0.0002895871,0.0003041113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005651335,"about_ca_system_score_gemma":0.000185494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005422788,"about_ca_topic_score_gemma":0.003424106,"domain_scores_codex":[0.9998327,0.00001010046,0.000009020901,0.00003484722,0.00006046948,0.00005279179],"domain_scores_gemma":[0.9998621,0.00005329139,0.00001632831,0.000006131623,0.0000503746,0.00001172377],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008573765,0.000006840854,0.0004090894,0.00004301854,0.000007511947,0.00004175842,0.00004285192,0.0002319867,0.9965568,0.00004748059,0.00003762466,0.002489299],"study_design_scores_gemma":[0.000001335016,0.00004125736,0.001191032,0.000003331061,0.000005443388,0.00001675304,0.00002193656,0.0009115142,0.9974781,0.00001245931,0.0003142299,0.000002752969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963219,0.0008238379,0.001101927,0.00002810973,0.000009066548,0.000007649237,0.0003242179,0.00004880242,0.001334552],"genre_scores_gemma":[0.9968336,0.0004633215,0.0008167967,0.00001793035,0.000003291453,0.00001415247,0.0003934625,0.00001658859,0.001440706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005422788,"threshold_uncertainty_score":0.01078248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01491142278521226,"score_gpt":0.1796754806324491,"score_spread":0.1647640578472368,"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."}}