{"id":"W2035061437","doi":"10.1002/jrs.1330","title":"Mapping single‐molecule SERRS from Langmuir–Blodgett monolayers on nanostructured silver island films","year":2005,"lang":"en","type":"article","venue":"Journal of Raman Spectroscopy","topic":"Gold and Silver Nanoparticles Synthesis and Applications","field":"Materials Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Monolayer; Langmuir–Blodgett film; Arachidic acid; Raman scattering; Raman spectroscopy; Analytical Chemistry (journal); Chemistry; Molecule; Resonance (particle physics); Plasmon; Materials science; Nanotechnology; Optics; Organic chemistry; Optoelectronics; Atomic physics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001602874,0.000168205,0.0002926097,0.00009527936,0.0001333052,0.0001612841,0.0003175002,0.00007117398,0.001070701],"category_scores_gemma":[0.00003445787,0.000129447,0.000141427,0.0001278219,0.00004727127,0.0001942607,0.00002833403,0.000172648,0.0001766604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008163344,"about_ca_system_score_gemma":0.00004194411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001918342,"about_ca_topic_score_gemma":0.00002108266,"domain_scores_codex":[0.9986565,0.00005221496,0.0004427249,0.0002090657,0.0003398078,0.0002997324],"domain_scores_gemma":[0.9991302,0.00007027786,0.00034733,0.0002481696,0.00006305078,0.0001410083],"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":[0.00006492842,0.0001176112,0.0003944609,0.000002684857,0.00001741516,0.0000113095,0.0004167205,0.0001602818,0.9893761,0.0001634192,0.008985215,0.0002898035],"study_design_scores_gemma":[0.0005504284,0.0001674574,0.002176841,0.00005973139,0.00002366309,0.00001778314,0.0002348097,0.0001147641,0.988886,0.0005492037,0.007066526,0.0001527955],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961432,0.0002307408,0.0003205248,0.001697307,0.0002945875,0.00008614119,0.00002903817,0.00002764376,0.001170837],"genre_scores_gemma":[0.9870055,0.00003144912,0.01178519,0.0005132947,0.000506742,0.000002545706,0.000002398703,0.00001905712,0.0001337909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01146466,"threshold_uncertainty_score":0.9998425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01154791380732544,"score_gpt":0.2319792101991461,"score_spread":0.2204312963918207,"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."}}