{"id":"W2029051990","doi":"10.1002/adfm.201400161","title":"Development and Simulation of Sulfur‐doped Graphene Supported Platinum with Exemplary Stability and Activity Towards Oxygen Reduction","year":2014,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":244,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; University of Waterloo","funders":"","keywords":"Materials science; Graphene; Platinum; Catalysis; Sulfur; Electrochemistry; Dopant; Doping; Chemical engineering; Nanotechnology; Oxygen; Electrode; Metallurgy; Physical chemistry; Optoelectronics; Organic chemistry; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003724604,0.0001847085,0.0002780071,0.00009248906,0.0001256669,0.00001713081,0.00003912303,0.00008625668,0.0001589406],"category_scores_gemma":[0.00007001914,0.0001623661,0.0000176061,0.0001361977,0.00008784409,0.000416165,0.00004500874,0.00005086835,0.000002087297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000799234,"about_ca_system_score_gemma":0.0000658978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000150306,"about_ca_topic_score_gemma":0.00009289965,"domain_scores_codex":[0.9987727,0.00009120271,0.000292572,0.000365249,0.0002955273,0.0001827505],"domain_scores_gemma":[0.9992789,0.00007344211,0.0002157917,0.0001804558,0.000185083,0.00006634464],"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":[0.00204889,0.00004597303,0.0002108006,0.00007168551,0.00005842166,4.226058e-7,0.0001129047,0.007814432,0.9764988,0.0007021789,0.000002591489,0.01243291],"study_design_scores_gemma":[0.001029134,0.0002050975,0.04091598,0.00002380882,0.00002999409,0.00001210291,0.00004546202,0.0002283885,0.955958,0.0007030171,0.0006680497,0.000180976],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957435,0.00001450275,0.003537976,0.0000382661,0.0001974143,0.0001614428,0.000006043824,0.0000680622,0.0002328614],"genre_scores_gemma":[0.9968201,0.000008216452,0.002808764,0.00001485612,0.00005376445,0.00002776878,0.0001940817,0.00002224467,0.00005023661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04070519,"threshold_uncertainty_score":0.6621096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456245710157568,"score_gpt":0.2223187258119868,"score_spread":0.2077562687104111,"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."}}