{"id":"W2305508470","doi":"","title":"Surface treatment of carbon supports for PEM fuel cell electrocatalyst","year":2007,"lang":"en","type":"article","venue":"Journal of New Materials for Electrochemical Systems","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Electrocatalyst; Proton exchange membrane fuel cell; Carbon fibers; Materials science; Electrochemistry; Chemical engineering; Platinum; Fullerene; Nanotechnology; Catalysis; Fuel cells; Chemistry; Composite material; Electrode; Organic chemistry; Composite number; Physical chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008343507,0.0003775967,0.0001526939,0.0005546084,0.0003517201,0.0001968157,0.000230812,0.000322328,0.004197348],"category_scores_gemma":[0.0001835893,0.00009370166,0.0002018962,0.0004631801,0.0001027,0.00022316,0.00008055569,0.0003040927,0.0007953236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002494807,"about_ca_system_score_gemma":0.0001651007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000898633,"about_ca_topic_score_gemma":0.002092507,"domain_scores_codex":[0.9999241,0.000005528931,0.000004260976,0.00001007824,0.00004342624,0.00001259984],"domain_scores_gemma":[0.999945,0.00001838579,0.00000780059,0.000006631339,0.00001500004,0.000007176412],"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":[0.00009067197,0.00002128596,0.0002260559,0.0001772081,0.000006177117,0.0001796735,0.00001308611,0.0002067054,0.9879865,0.0002758465,0.0003769466,0.01043989],"study_design_scores_gemma":[0.000005037886,0.0001020466,0.003068525,0.00001614533,0.000007827454,0.0001172636,0.00002228963,0.0004368413,0.9890705,0.00007055528,0.007078423,0.00000457055],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9535158,0.008962335,0.009197148,0.0004810615,0.0004012573,0.0001753957,0.003285649,0.0003797762,0.02360151],"genre_scores_gemma":[0.9703695,0.003986537,0.01297643,0.0001017348,0.00004451151,0.00009447339,0.002734435,0.00006935459,0.009623107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004197348,"threshold_uncertainty_score":0.01404154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008782304773003652,"score_gpt":0.2251606791614368,"score_spread":0.2163783743884331,"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."}}