{"id":"W2153422304","doi":"10.1002/smll.200801398","title":"Robust Au–PEG/PS Microbeads as Optically Stable Platforms for SERS","year":2009,"lang":"en","type":"article","venue":"Small","topic":"Gold and Silver Nanoparticles Synthesis and Applications","field":"Materials Science","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Institute for Nanotechnology; University of Alberta","funders":"","keywords":"Nanotechnology; Materials science; Fabrication; PEG ratio; Simplicity; Copolymer; Colloidal gold; Nanocomposite; Nanoparticle; Polymer; Composite material","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":[0.0002511533,0.000113552,0.0001496973,0.00002466485,0.0002084976,0.0001031674,0.0002371755,0.00005896724,0.0002189115],"category_scores_gemma":[0.00003721258,0.00008989652,0.00007196164,0.00008139839,0.00004266277,0.0001098377,0.00002349247,0.00004174094,0.0003727685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004188171,"about_ca_system_score_gemma":0.00008995477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005193686,"about_ca_topic_score_gemma":0.00004401463,"domain_scores_codex":[0.9990304,0.000005898882,0.0002062775,0.0002582542,0.00009144185,0.0004077964],"domain_scores_gemma":[0.9994646,0.00005954162,0.00005043815,0.0002454364,0.00005500208,0.0001249925],"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":[0.00002858512,0.0001024351,0.000101255,0.000007941968,0.000002724095,8.755314e-7,0.0001366145,0.0002083468,0.9763258,0.02080749,0.0007132189,0.001564776],"study_design_scores_gemma":[0.0003386222,0.0001475215,0.00113031,0.00001755946,0.00002076777,0.000004863994,0.0001450385,0.0002886659,0.9825917,0.005326269,0.009806121,0.0001825175],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932535,0.00003767062,0.00157811,0.001055083,0.00008846546,0.0002771746,0.00002573759,0.00007990868,0.003604308],"genre_scores_gemma":[0.9822701,0.000006253024,0.01584072,0.0005083417,0.0001066924,0.00004119852,0.000008278076,0.00001056973,0.001207801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01548122,"threshold_uncertainty_score":0.4791309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03953425846410082,"score_gpt":0.2382947003909486,"score_spread":0.1987604419268478,"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."}}