{"id":"W1964053643","doi":"10.1088/0953-8984/24/22/225003","title":"Anchoring platinum on graphene using metallic adatoms: a first principles investigation","year":2012,"lang":"en","type":"article","venue":"Journal of Physics Condensed Matter","topic":"Graphene research and applications","field":"Materials Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Graphene; Platinum; Materials science; Covalent bond; Metal; Ionic bonding; Bond strength; Density functional theory; Chemical physics; Nanotechnology; Chemistry; Ion; Computational chemistry; Catalysis; Layer (electronics); Adhesive","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":[],"consensus_categories":[],"category_scores_codex":[0.0004651621,0.0001258256,0.0002000762,0.0001046114,0.0001602359,0.00008775853,0.0002016747,0.00003656743,0.000262255],"category_scores_gemma":[0.00003155053,0.0001029973,0.0001130256,0.0002133137,0.00009364979,0.000599703,0.00004618499,0.0001840633,0.0001705821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005304676,"about_ca_system_score_gemma":0.00005675615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001130839,"about_ca_topic_score_gemma":0.000001900233,"domain_scores_codex":[0.9987119,0.00006752228,0.0003527199,0.0001131671,0.0004320317,0.0003225903],"domain_scores_gemma":[0.99892,0.0001046226,0.0003898705,0.0002052709,0.0001727156,0.0002075702],"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":[0.00002197109,0.00009144635,0.01063976,0.00003272975,0.00003096938,0.000001590274,0.0003792037,0.0004856132,0.9823453,0.005019942,0.0008899193,0.00006150088],"study_design_scores_gemma":[0.0005475456,0.00007706047,0.01303728,0.0001509668,0.00006231365,0.00003537386,0.0001134341,0.0003267197,0.9725746,0.01161033,0.001255489,0.0002089001],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966499,0.00007968499,0.002502216,0.0002956634,0.0001709122,0.0001070777,0.000008496042,0.00001122413,0.0001747773],"genre_scores_gemma":[0.9946585,0.000006099559,0.004388274,0.000282535,0.000598821,0.000006989648,0.000002131315,0.00001861041,0.00003809437],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009770763,"threshold_uncertainty_score":0.4200109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07507359802758715,"score_gpt":0.2959190830846198,"score_spread":0.2208454850570327,"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."}}