{"id":"W1993074753","doi":"10.1007/s10800-010-0135-5","title":"Single-step polyol synthesis of alloy Pt7Sn3 versus bi-phase Pt/SnOx nano-catalysts of controlled size for ethanol electro-oxidation","year":2010,"lang":"en","type":"article","venue":"Journal of Applied Electrochemistry","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"National Research Council Canada; University of Ottawa","funders":"University of Ottawa","keywords":"Catalysis; Nanoparticle; Alloy; Materials science; Polyol; Chemical engineering; Phase (matter); Amorphous solid; Nanotechnology; Crystallography; Chemistry; Metallurgy; Composite material; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000936105,0.0005077141,0.001437575,0.0003273952,0.0001090698,0.00003071005,0.0008422217,0.0005767355,0.0001111841],"category_scores_gemma":[0.001638617,0.0004793792,0.0007627078,0.0005718104,0.0001600688,0.0001989666,0.0000548501,0.0007236267,0.000003908991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003172211,"about_ca_system_score_gemma":0.0006270337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003108868,"about_ca_topic_score_gemma":0.00004070203,"domain_scores_codex":[0.9961137,0.00004278122,0.00167389,0.0004382107,0.0009738686,0.000757616],"domain_scores_gemma":[0.9937854,0.001620966,0.002702469,0.0006439485,0.0009964159,0.0002507366],"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":[0.02532896,0.0009255143,0.000003865681,0.0001918369,0.00109393,0.000005042273,0.00005984899,0.00004546652,0.9650586,0.001395751,0.0004643618,0.005426776],"study_design_scores_gemma":[0.01852508,0.001163827,0.000002405621,0.00006582172,0.0008359344,0.00006749293,0.0000833427,0.0001691903,0.9768342,0.0004457221,0.001418603,0.0003884047],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921978,0.0001947924,0.0006405291,0.0001734697,0.000301168,0.0003854688,0.000007560611,0.00005001853,0.006049203],"genre_scores_gemma":[0.9961916,0.0000559063,0.002843275,0.00003641977,0.000497352,0.00006850319,0.00004664505,0.0000996178,0.0001606938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01177554,"threshold_uncertainty_score":0.9997658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007258509215108869,"score_gpt":0.2401228242407553,"score_spread":0.2328643150256464,"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."}}