{"id":"W2018838007","doi":"10.1007/s10853-012-6324-3","title":"Supported and unsupported platinum catalysts prepared by a one-step dry deposition method and their oxygen reduction reactivity in acidic media","year":2012,"lang":"en","type":"article","venue":"Journal of Materials Science","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Innovation Council","funders":"","keywords":"Platinum; Materials science; Proton exchange membrane fuel cell; Catalysis; Rotating disk electrode; Electrochemistry; Inorganic chemistry; Electrode; Electrolyte; Chemical engineering; Platinum black; Analytical Chemistry (journal); Cyclic voltammetry; Chemistry; Organic 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":[0.0002553914,0.000254193,0.0003347388,0.0003249763,0.0001675917,0.0003224079,0.0006698144,0.0005567797,0.0009651185],"category_scores_gemma":[0.000635398,0.0002355424,0.0002237114,0.000323929,0.0002194571,0.0003847295,0.0002725677,0.0005518003,0.000252376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001897429,"about_ca_system_score_gemma":0.0001256231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003681902,"about_ca_topic_score_gemma":0.0008145393,"domain_scores_codex":[0.999712,0.00002559947,0.00003104563,0.00005245191,0.0001217059,0.00005703514],"domain_scores_gemma":[0.9998513,0.00004400119,0.00003048914,0.00002786604,0.00003338759,0.00001285142],"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":[0.0004360925,0.00004242803,0.0003005817,0.0000761405,0.00002665521,0.00008792532,0.00004940911,0.0001458607,0.9942469,0.0001971047,0.00006083472,0.004330105],"study_design_scores_gemma":[0.00001022927,0.0001603405,0.0007949208,0.000002340139,0.0000195127,0.00007629493,0.00001557957,0.0004290512,0.9978752,0.00003079582,0.0005809892,0.000004670312],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956498,0.001186515,0.001642291,0.00002632787,0.0000406573,0.000009872604,0.0001633523,0.00002042748,0.001260754],"genre_scores_gemma":[0.9967283,0.0004596402,0.00135437,0.000009165678,0.00001005833,0.000008946904,0.0002727049,0.00001127417,0.001145429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009651185,"threshold_uncertainty_score":0.003228664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297490355118501,"score_gpt":0.2521719691617555,"score_spread":0.2391970656105706,"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."}}