{"id":"W2002364991","doi":"10.1021/jp8060398","title":"A Study of the Catalytic Interface for O<sub>2</sub> Electroreduction on Pt: The Interaction between Carbon Support Meso/Microstructure and Ionomer (Nafion) Distribution","year":2008,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry C","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ballard Power Systems (Canada); University of British Columbia","funders":"","keywords":"Ionomer; Nafion; Catalysis; Mesoporous material; Chemical engineering; Carbon fibers; Materials science; Microporous material; Catalyst support; Electrocatalyst; Specific surface area; Electrode; Electrochemistry; Chemistry; Composite material; Composite number; Organic chemistry; Physical chemistry; Polymer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002571129,0.0001835683,0.000267501,0.00001872254,0.000223058,0.00001208434,0.0003379473,0.00006519252,0.00000184722],"category_scores_gemma":[0.00009355896,0.00009416684,0.0001589564,0.0001990511,0.0001580704,0.0001083914,0.00006778332,0.000530028,6.69233e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002758157,"about_ca_system_score_gemma":0.00007784097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005826593,"about_ca_topic_score_gemma":0.000009450309,"domain_scores_codex":[0.9988782,0.00008954867,0.0003415518,0.0001459421,0.0003548886,0.0001898676],"domain_scores_gemma":[0.9986986,0.0002072943,0.0005351986,0.0003100907,0.0002007246,0.00004808498],"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":[0.0004278155,0.0001619489,0.0001590955,0.00001986981,0.0001841982,8.072014e-7,0.001222414,0.00143037,0.9952924,0.00001995041,0.0002181292,0.0008629841],"study_design_scores_gemma":[0.0006757524,0.0006034007,0.002163351,0.0000299596,0.0003201524,0.0001859036,0.0007248609,0.0001853636,0.9946274,0.0002022833,0.0001863759,0.0000951577],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992296,0.00002545621,0.0000243734,0.0003596796,0.0001071545,0.00016668,0.000005389944,0.000008409781,0.00007331395],"genre_scores_gemma":[0.9992477,0.00001276427,6.796377e-7,0.00001064877,0.000639331,0.000005195433,0.00002050454,0.00001880079,0.00004435943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002004255,"threshold_uncertainty_score":0.3840012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00902973662753999,"score_gpt":0.2359020535548853,"score_spread":0.2268723169273453,"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."}}