{"id":"W2791398307","doi":"10.1016/j.jpowsour.2018.02.067","title":"Highly open bowl-like PtAuAg nanocages as robust electrocatalysts towards ethylene glycol oxidation","year":2018,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":27,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Priority Academic Program Development of Jiangsu Higher Education Institutions; National Natural Science Foundation of China","keywords":"Nanocages; Ethylene glycol; Nanomaterial-based catalyst; Galvanic cell; Catalysis; Chemical engineering; Chemistry; Ethylene; Materials science; Nanotechnology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001219631,0.0003956296,0.0006198717,0.0005122021,0.0003564772,0.0003300394,0.001706657,0.0002785438,0.001152693],"category_scores_gemma":[0.000285423,0.0003321879,0.0002965365,0.0007117798,0.0001828027,0.001394616,0.0003462218,0.0004755432,0.0004745144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004217857,"about_ca_system_score_gemma":0.0005205598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001405984,"about_ca_topic_score_gemma":0.0007216211,"domain_scores_codex":[0.9966708,0.000220406,0.000908463,0.0004177906,0.001131159,0.0006513221],"domain_scores_gemma":[0.9969078,0.00008737236,0.001090664,0.0005524483,0.001053643,0.0003081273],"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":[0.002200222,0.0005349161,0.0006528909,0.00004696615,0.001323788,0.0002694866,0.005624862,0.0005374551,0.9238408,0.004526543,0.04704122,0.01340085],"study_design_scores_gemma":[0.001581076,0.002229419,0.0009575363,0.0001150991,0.0001368263,0.000439673,0.0006150935,0.0000368575,0.7589282,0.0009606837,0.2335752,0.0004242772],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686252,0.0008607151,0.0008541698,0.001432237,0.001239131,0.0001706152,8.994209e-7,0.0000764939,0.02674047],"genre_scores_gemma":[0.990703,0.0001382377,0.0009622949,0.0008356512,0.0008567065,0.000007184335,0.00001893029,0.00008282923,0.006395118],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.186534,"threshold_uncertainty_score":0.999913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288059879658976,"score_gpt":0.2578926814068029,"score_spread":0.2450120826102132,"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."}}