{"id":"W2321081517","doi":"10.1149/1.3635551","title":"Single Pore Modeling of Oxygen Reduction in Ionomer-Free Catalyst Layers in PEFCs","year":2011,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrolyte; Ionomer; Materials science; Catalysis; Metal; Oxygen; Work (physics); Faraday efficiency; Phase (matter); Limiting; Chemical engineering; Chemical physics; Chemistry; Electrode; Thermodynamics; Composite material; Physical chemistry; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007593619,0.00008243331,0.0001340179,0.0001882647,0.00001900308,0.000004786112,0.00007756892,0.0001025794,0.0001245758],"category_scores_gemma":[0.000001864065,0.00008865178,0.0000395034,0.0002062908,0.00001347566,0.0001262103,0.000002173267,0.0001255164,0.00000630301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005741256,"about_ca_system_score_gemma":0.000009734053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004224408,"about_ca_topic_score_gemma":0.0002723337,"domain_scores_codex":[0.9994394,0.0000106218,0.0002682717,0.00009840839,0.00004946583,0.0001338811],"domain_scores_gemma":[0.9997815,0.000003699585,0.00001780213,0.0001563188,0.00001265924,0.00002797841],"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":[0.00001281875,0.00008493842,0.000009827328,0.0001255445,0.00001973326,0.000003795903,0.002326524,0.9409486,0.05628829,0.00001238279,0.0000143663,0.000153172],"study_design_scores_gemma":[0.00223011,0.0001134445,0.0004216105,0.0003332703,0.0001056538,0.00005441875,0.003591811,0.6186677,0.3709994,0.002105644,0.000672059,0.0007048768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705266,0.0007477352,0.007813937,0.00002874155,0.0008931446,0.0001649485,0.00002496935,0.000112958,0.01968701],"genre_scores_gemma":[0.9981023,0.0004681011,0.001336627,9.761429e-7,0.00001657733,0.0000112447,0.00000861985,0.00002073878,0.00003482037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3222809,"threshold_uncertainty_score":0.3615115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02398342270273706,"score_gpt":0.1858786833922113,"score_spread":0.1618952606894742,"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."}}