{"id":"W2160249807","doi":"10.1149/2.0051501eel","title":"Time-Dependent Mass Transport for O2 Reduction at the Pt   Perfluorosulfonic Acid Ionomer Interface","year":2014,"lang":"en","type":"article","venue":"ECS Electrochemistry Letters","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrochemistry; Ionomer; Microelectrode; Oxygen; Electrode; Mass transport; Diffusion; Materials science; Analytical Chemistry (journal); Oxygen permeability; Chemistry; Inorganic chemistry; Composite material; Physical chemistry; Thermodynamics; Chromatography","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":[0.0002144683,0.0002980014,0.00015218,0.0001932342,0.0001818386,0.000239095,0.0003558909,0.000346478,0.002190135],"category_scores_gemma":[0.0003732393,0.0001309058,0.0001688913,0.0001784405,0.0001798045,0.0004240553,0.0001005711,0.000373283,0.000294329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003516595,"about_ca_system_score_gemma":0.0001696143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001854794,"about_ca_topic_score_gemma":0.00167311,"domain_scores_codex":[0.9998606,0.00001243274,0.000006543136,0.00004229849,0.0000439698,0.00003405483],"domain_scores_gemma":[0.9998829,0.00005078267,0.00002457134,0.00001097341,0.00002250027,0.000008172911],"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":[0.0001556416,0.00001453726,0.0001841694,0.00002385576,0.000003238487,0.00004226021,0.00003730521,0.0001013276,0.9969866,0.0001350584,0.00005830407,0.002257705],"study_design_scores_gemma":[0.00000643269,0.0001131503,0.001366515,0.000002563305,0.000005174548,0.00003795033,0.00002023909,0.001687877,0.9960892,0.00003462819,0.0006311891,0.000005128936],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925861,0.0007174018,0.004419914,0.00009325887,0.00003725695,0.00001274387,0.0004354415,0.0001395034,0.001558369],"genre_scores_gemma":[0.9953171,0.0005126079,0.002444856,0.00003398644,0.000008035558,0.00001590984,0.0003124402,0.00001298579,0.001342013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002190135,"threshold_uncertainty_score":0.007326782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00262940894801571,"score_gpt":0.1697932813233392,"score_spread":0.1671638723753235,"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."}}