{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003703748,0.0003583263,0.0002258339,0.0002759168,0.0002527953,0.0005939543,0.0003457103,0.0004205223,0.000987982],"category_scores_gemma":[0.0003075287,0.000335998,0.0001767718,0.000122667,0.000297131,0.0005523484,0.0003672341,0.0007097583,0.0007941974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006769162,"about_ca_system_score_gemma":0.000389735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007512885,"about_ca_topic_score_gemma":0.001785125,"domain_scores_codex":[0.9997737,0.00003199252,0.00001529332,0.00003686062,0.00009168673,0.0000505469],"domain_scores_gemma":[0.9998952,0.00002628579,0.00001765522,0.000009369841,0.0000188849,0.00003270365],"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":[0.0000315034,0.0000145924,0.00002937706,0.00003040618,0.000002490995,0.00003765215,0.00001655727,0.0001399673,0.9970573,0.0003817462,0.0001810783,0.002077351],"study_design_scores_gemma":[0.00001473234,0.0000646039,0.0002417653,0.000003041763,0.00000473339,0.00006716321,0.00001199089,0.001765042,0.9948256,0.0001577424,0.002835474,0.000008163634],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7876509,0.01083362,0.1865824,0.001066775,0.0006193575,0.0005237059,0.0008898485,0.002579564,0.009253935],"genre_scores_gemma":[0.909961,0.002021325,0.07905603,0.0002578262,0.00006600833,0.000118771,0.0005125491,0.0001597826,0.007846601],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000987982,"threshold_uncertainty_score":0.004911363,"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."}}