{"id":"W1540527877","doi":"10.1002/9783527632756.ch4","title":"Single‐Molecule‐ and Trace Detection by SERS","year":2010,"lang":"en","type":"other","venue":"","topic":"Gold and Silver Nanoparticles Synthesis and Applications","field":"Materials Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"TRACE (psycholinguistics); Nanotechnology; Molecule; Chemistry; Computer science; Materials science; Philosophy; Organic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004520956,0.001176985,0.0009013691,0.0005248897,0.0004645579,0.000889904,0.0009734695,0.0006975463,0.02244919],"category_scores_gemma":[0.0003569451,0.0007377884,0.0006614717,0.0005212561,0.0002949391,0.001566297,0.0007392876,0.0009809625,0.01510413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005846939,"about_ca_system_score_gemma":0.0003643052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007470314,"about_ca_topic_score_gemma":0.00127706,"domain_scores_codex":[0.9993978,0.00004817512,0.00002234731,0.0001646773,0.0003073615,0.00005959491],"domain_scores_gemma":[0.9998778,0.00003866359,0.00001044884,0.00002612579,0.00003935403,0.000007580225],"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":[0.0001299647,0.00009635873,0.0001596163,0.000694625,0.00003248033,0.00005341513,0.00007523364,0.0006130055,0.9418847,0.002658486,0.007982932,0.04561928],"study_design_scores_gemma":[0.000006722687,0.00005522067,0.0002190472,0.00001703729,0.00001327976,0.00004253062,0.0000285876,0.0009700749,0.9670029,0.000375333,0.03125183,0.00001753192],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2661749,0.02771316,0.3578514,0.002997636,0.004322653,0.001340177,0.01313117,0.009276761,0.3171922],"genre_scores_gemma":[0.3030947,0.02984152,0.185655,0.0008612516,0.0004540823,0.001002256,0.01331472,0.002689126,0.4630874],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02244919,"threshold_uncertainty_score":0.07510006,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007383602273153268,"score_gpt":0.2038094921039974,"score_spread":0.1964258898308442,"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."}}