{"id":"W2055672905","doi":"10.1166/jbn.2012.1418","title":"PDMS-Gold Nanocomposite Platforms with Enhanced Sensing Properties","year":2012,"lang":"en","type":"article","venue":"Journal of Biomedical Nanotechnology","topic":"Analytical Chemistry and Sensors","field":"Chemical Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Materials science; Polymer; Biosensor; Nanocomposite; Aqueous solution; Chemical engineering; Chloroauric acid; Polymer nanocomposite; Biomolecule; Nanoparticle; Colloidal gold; Permeation; Nanotechnology; Composite material; Chemistry; Organic chemistry; Membrane","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":[0.0002229419,0.0001906768,0.0004410726,0.0001709671,0.00004419755,0.000009799416,0.0002552856,0.000465505,0.0000550868],"category_scores_gemma":[0.0002706652,0.0001145739,0.0001192141,0.0003588588,0.000429069,0.0001782821,0.00006746956,0.0008015382,0.00002643446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008673305,"about_ca_system_score_gemma":0.00004355102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002766705,"about_ca_topic_score_gemma":2.897345e-7,"domain_scores_codex":[0.9983936,0.000008304131,0.0005422993,0.0001265125,0.0004023323,0.0005269761],"domain_scores_gemma":[0.9991109,0.00007637004,0.000225128,0.0001775448,0.000106352,0.0003036942],"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":[0.0001567343,0.0001349941,0.00003148862,0.00005040158,0.0001128692,0.00006003613,0.0001073058,0.00002142958,0.9926465,0.0003249169,0.0001124241,0.006240949],"study_design_scores_gemma":[0.0008637783,0.0002318376,0.00001093332,0.000194853,0.00006421049,0.001196319,0.0001776482,0.001289092,0.9889273,0.0001122834,0.006734726,0.0001969911],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565999,0.0003875319,0.04130789,0.001144199,0.0001610431,0.00004677918,0.00000117953,0.00009189978,0.0002595682],"genre_scores_gemma":[0.9940301,0.00003039222,0.005177641,0.0001105763,0.0003616313,5.664393e-7,0.000001457715,0.00002178516,0.0002658162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03743022,"threshold_uncertainty_score":0.4672187,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061322490360711,"score_gpt":0.2120745700580798,"score_spread":0.2014613451544727,"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."}}