{"id":"W2313868415","doi":"10.1021/la202815g","title":"Light-Activated Covalent Formation of Gold Nanoparticle–Graphene and Gold Nanoparticle–Glass Composites","year":2011,"lang":"en","type":"article","venue":"Langmuir","topic":"Graphene and Nanomaterials Applications","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Colloidal gold; Nanoparticle; Materials science; Graphene; Covalent bond; Composite material; Nanotechnology; 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":[0.00005663758,0.0001212375,0.0001791444,0.00007615706,0.00003429003,0.00001688029,0.00009060123,0.00005489958,0.00002682548],"category_scores_gemma":[0.000002909214,0.0001113737,0.00003530049,0.0002360866,0.00002793592,0.0001898324,0.00002713992,0.00003692075,0.00002432647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001124222,"about_ca_system_score_gemma":0.000002729033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003695319,"about_ca_topic_score_gemma":0.00001271979,"domain_scores_codex":[0.9993326,0.00001873368,0.0002659264,0.0001105308,0.00008443018,0.000187775],"domain_scores_gemma":[0.9996545,0.00001572274,0.00005544023,0.0001755157,0.00003815078,0.00006065795],"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":[0.00001755289,0.00004921905,0.001505897,0.00008314748,0.00002412135,9.461145e-7,0.0007257251,0.00001567954,0.9947008,0.001708985,0.0007718584,0.0003960524],"study_design_scores_gemma":[0.0003145863,0.00004689786,0.01890996,0.00002095966,0.00002809799,0.00000561517,0.00005941944,0.0008670706,0.9779925,0.0003001183,0.001326037,0.0001287462],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997608,0.0002848787,0.0001381464,0.00004560906,0.00006580444,0.0001743576,0.00001873929,0.0002137813,0.00145065],"genre_scores_gemma":[0.9991889,0.0000462841,0.0006238972,0.00002151742,0.00001756748,0.00004688357,0.00001188908,0.00002018338,0.00002289029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01740407,"threshold_uncertainty_score":0.4541687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01619157103222174,"score_gpt":0.1981851265965445,"score_spread":0.1819935555643228,"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."}}