{"id":"W2101380355","doi":"10.1149/ma2013-01/26/1023","title":"Chemical Modification of Carbon Surfaces to Synthesize Non-Precious Metal Fuel Cell Catalysts","year":2013,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University; Ontario Tech University","funders":"","keywords":"Catalysis; Precious metal; Carbon fibers; Fuel cells; Materials science; Metal; Chemical engineering; Nanotechnology; Chemistry; Metallurgy; Organic chemistry; Engineering; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001149414,0.0002596732,0.0001298715,0.0003074434,0.0001878239,0.0002479609,0.0003471645,0.0004223205,0.002168263],"category_scores_gemma":[0.000276595,0.0001190713,0.00021544,0.0002076232,0.0001525362,0.0001907759,0.0001259626,0.0003278411,0.000594708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002262278,"about_ca_system_score_gemma":0.0001384786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000498572,"about_ca_topic_score_gemma":0.001555811,"domain_scores_codex":[0.9998498,0.00001088118,0.000007140388,0.00002389814,0.00007612645,0.00003203061],"domain_scores_gemma":[0.9999124,0.00002285403,0.00001171466,0.00002046538,0.0000220721,0.00001058642],"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":[0.00003803857,0.00002620656,0.0000891262,0.00005381946,0.00000774264,0.0000462051,0.000009510857,0.000140547,0.9956812,0.000186953,0.0001348443,0.003585963],"study_design_scores_gemma":[0.000004521444,0.00005423278,0.0004071282,0.00000176508,0.000003930836,0.00003935793,0.000004946635,0.0003489518,0.9974624,0.00003297057,0.001637381,0.000002420111],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9748114,0.003277479,0.008421016,0.0002430855,0.000231429,0.0001119059,0.0003453135,0.000194638,0.01236368],"genre_scores_gemma":[0.9883413,0.001067316,0.004694439,0.00007613128,0.00002114999,0.00003236657,0.0003176466,0.0000473864,0.005402266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002168263,"threshold_uncertainty_score":0.007253587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007986110628391958,"score_gpt":0.1973038189502652,"score_spread":0.1893177083218733,"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."}}