{"id":"W4239439745","doi":"10.1149/ma2010-01/9/589","title":"Tungsten/Carbon Nanotube Supported Platinum as Cathode Catalyst for Proton Exchange Membrane Fuel Cell","year":2010,"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":"University of Waterloo","funders":"","keywords":"Proton exchange membrane fuel cell; Platinum; Cathode; Carbon nanotube; Catalysis; Tungsten; Materials science; Fuel cells; Chemical engineering; Nanotechnology; Chemistry; Organic chemistry; Engineering; Metallurgy; Physical chemistry","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":[0.00019266,0.0002717118,0.0003855452,0.0004201745,0.000298635,0.0006357497,0.0005430179,0.0008233069,0.002159455],"category_scores_gemma":[0.0003966544,0.0001690166,0.0001867927,0.0003071797,0.0001420278,0.0006249722,0.0002858184,0.000371486,0.0008488193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003356908,"about_ca_system_score_gemma":0.0002284831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007569668,"about_ca_topic_score_gemma":0.001110014,"domain_scores_codex":[0.9998389,0.00001799832,0.00001256305,0.00002538398,0.00008442506,0.00002069361],"domain_scores_gemma":[0.9999423,0.00001189786,0.000004608101,0.000004371872,0.00002694497,0.000009776988],"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":[0.0006654157,0.0001588585,0.0002992302,0.000398589,0.00003156168,0.0002928381,0.00003513607,0.001299381,0.9623169,0.0007526967,0.001366446,0.03238306],"study_design_scores_gemma":[0.00002640434,0.0002849429,0.0005612633,0.000020799,0.00002597689,0.000126329,0.00003080217,0.005060053,0.9891632,0.0001969329,0.004493088,0.00001021391],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9740733,0.01231143,0.003896462,0.0004354486,0.000436188,0.00005030815,0.0003792592,0.0001462791,0.008271347],"genre_scores_gemma":[0.9852411,0.004983759,0.001926322,0.00004676742,0.00003865098,0.00001335491,0.0003237407,0.00004151476,0.007384756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002159455,"threshold_uncertainty_score":0.007224083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009268534445660552,"score_gpt":0.2144822171611243,"score_spread":0.2052136827154638,"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."}}