{"id":"W2031313449","doi":"10.1149/1.3210671","title":"Platinum/Tin Oxide - Single Walled Carbon Nanotube Electrocatalysts for Direct Ethanol Fuel Cell","year":2009,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Electrocatalyst; Ethylene glycol; Catalysis; Platinum; Carbon nanotube; Materials science; Direct-ethanol fuel cell; Tin oxide; Tin; Chemical engineering; Oxide; Proton exchange membrane fuel cell; Carbon fibers; Inorganic chemistry; Nanotechnology; Chemistry; Electrochemistry; Electrode; Organic chemistry; Composite material; Metallurgy","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":[0.0001282697,0.0003120191,0.0003032375,0.0003406571,0.0001443267,0.0002405878,0.0003684431,0.0003361813,0.0007657012],"category_scores_gemma":[0.0001555488,0.0002188004,0.0002015765,0.000226133,0.0001030508,0.0003364362,0.0001756822,0.0003501651,0.0004050157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003142611,"about_ca_system_score_gemma":0.000212481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008606894,"about_ca_topic_score_gemma":0.003407758,"domain_scores_codex":[0.9998682,0.000007231955,0.00001016615,0.0000260851,0.00007516778,0.00001311416],"domain_scores_gemma":[0.9999611,0.000005868555,0.000004269065,0.000004089897,0.00001655219,0.000008074059],"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":[0.00002474584,0.00003120394,0.0001295826,0.00004970783,0.000006253484,0.00005347055,0.000004144732,0.0002663851,0.9907567,0.0001629839,0.0001381334,0.008376606],"study_design_scores_gemma":[0.000007556539,0.00003041953,0.0003876449,0.000001349582,0.000008504687,0.00006236631,0.00000221923,0.003345479,0.9947337,0.00002403184,0.001393217,0.000003450558],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9343625,0.008771121,0.04715556,0.0004145472,0.0003763317,0.0001446732,0.0004641188,0.000748903,0.007562354],"genre_scores_gemma":[0.9633088,0.002583974,0.02656037,0.00007781569,0.00003381389,0.00003986941,0.0002775463,0.00003677327,0.007080961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008606894,"threshold_uncertainty_score":0.002561569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00950697085829165,"score_gpt":0.2124349562629591,"score_spread":0.2029279854046674,"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."}}