{"id":"W1980617964","doi":"10.1021/am100780d","title":"DNA-Functionalized Monolithic Hydrogels and Gold Nanoparticles for Colorimetric DNA Detection","year":2010,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Colloidal gold; Self-healing hydrogels; Materials science; DNA; Nanoparticle; Covalent bond; Ionic strength; Ionic bonding; Polyacrylamide; Surface modification; Adsorption; Gel electrophoresis; Nanotechnology; Chemical engineering; Aqueous solution; Polymer chemistry; Chemistry; Biochemistry; Organic chemistry; Ion","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":[0.0002304199,0.0001852819,0.0002240686,0.00007476612,0.0001030008,0.00008465414,0.0001084978,0.0002210207,0.000007295965],"category_scores_gemma":[0.00006656087,0.0001579002,0.00002267471,0.00009227602,0.0001239096,0.000007007174,0.00009063275,0.000060866,0.00000407455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008397432,"about_ca_system_score_gemma":0.00001415819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001231034,"about_ca_topic_score_gemma":0.00004224571,"domain_scores_codex":[0.9990265,0.00001904795,0.000261116,0.0003974135,0.00008270173,0.0002131866],"domain_scores_gemma":[0.9994842,0.00002531674,0.0001415442,0.0002282774,0.00007603125,0.00004458726],"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":[0.0003319278,0.0000317005,0.00001022258,0.00001857888,0.00005711902,1.607428e-7,0.000009309349,6.058218e-7,0.993609,0.000175764,0.0001188352,0.005636797],"study_design_scores_gemma":[0.0003835977,0.000198246,0.00006398348,0.000005059852,0.00005704837,0.00001013134,0.00003077496,0.00000122536,0.993507,0.0009960741,0.004547519,0.0001993658],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988185,0.0001004903,0.0002434442,0.00005300705,0.0002333634,0.0003277596,0.00004148676,0.00007210961,0.000109857],"genre_scores_gemma":[0.9971727,0.0001023922,0.002017581,0.0001097375,0.0002186551,0.0001152556,0.00005186963,0.00002510081,0.0001867345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005437431,"threshold_uncertainty_score":0.6438983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008714883204998811,"score_gpt":0.2505429558993955,"score_spread":0.2418280726943967,"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."}}