{"id":"W2066789645","doi":"10.1007/s12678-010-0006-1","title":"Nafion Film-Templated Platinum Electrodes for Oxygen Reduction","year":2010,"lang":"en","type":"article","venue":"Electrocatalysis","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ballard Power Systems (Canada); University of British Columbia","funders":"Ballard Power Systems","keywords":"Platinum; Nafion; Oxygen reduction; Oxygen reduction reaction; Electrochemistry; Electrode; Catalysis; Electrocatalyst; Reduction (mathematics); Chemistry; Oxygen; Materials science; Chemical engineering; Inorganic chemistry; Organic chemistry","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":[0.0001514265,0.0001862821,0.0002273497,0.0001359531,0.0001204625,0.00005486216,0.0001320033,0.0002265855,0.0001824948],"category_scores_gemma":[0.0000236654,0.0001740758,0.0001131807,0.000303396,0.00001941272,0.0001318994,0.000009510356,0.0002430008,0.00007674823],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003817811,"about_ca_system_score_gemma":0.00001773122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001638234,"about_ca_topic_score_gemma":0.00002395982,"domain_scores_codex":[0.9990096,0.000009434058,0.0002524071,0.0002275492,0.0001031799,0.0003977924],"domain_scores_gemma":[0.9995706,0.00002602477,0.00004483021,0.0002401719,0.00005462178,0.00006372241],"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":[0.00002670522,0.00001383049,0.000002237908,0.00009283228,0.0001503441,6.544944e-7,0.00006475846,0.00270176,0.9925257,0.00008514674,0.003428345,0.0009076795],"study_design_scores_gemma":[0.000296972,0.00006504754,0.00002353004,0.000006155438,0.0001037515,0.0000311684,0.00001105522,0.01103649,0.9701434,0.0009077265,0.01713208,0.0002426006],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901406,0.0009361067,0.002953433,0.0001021548,0.001187622,0.0003796209,0.00001746866,0.0007871761,0.00349586],"genre_scores_gemma":[0.9968777,0.0002813825,0.001381367,0.000009083004,0.000376523,0.00008281862,0.0003674437,0.00006355978,0.0005601401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02238228,"threshold_uncertainty_score":0.7098604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003734088908760709,"score_gpt":0.1927407170374864,"score_spread":0.1890066281287257,"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."}}