{"id":"W4407371023","doi":"10.1021/acs.langmuir.4c04929","title":"Graft-then-Shrink Polymer Coatings for Localized Surface Plasmon Resonance Active Interfaces","year":2025,"lang":"en","type":"article","venue":"Langmuir","topic":"Nanofabrication and Lithography Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Surface plasmon resonance; Polymer; Materials science; Plasmon; Resonance (particle physics); Nanotechnology; Chemical engineering; Optoelectronics; Composite material; Nanoparticle","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001715449,0.0005937633,0.0001829338,0.0002225349,0.0001227854,0.0002113468,0.0002453985,0.0003428155,0.001176478],"category_scores_gemma":[0.0003024888,0.0002601242,0.0002405133,0.0001456452,0.000228305,0.0003777087,0.0002172899,0.0005327528,0.0005303778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002105798,"about_ca_system_score_gemma":0.000100662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002416382,"about_ca_topic_score_gemma":0.00059732,"domain_scores_codex":[0.9998574,0.00001567075,0.00001135255,0.0000311055,0.00006449834,0.00002002648],"domain_scores_gemma":[0.9998426,0.00004168154,0.00006103265,0.00001706133,0.00002343643,0.00001411814],"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":[0.000005058946,0.000003438229,0.00001845118,0.0000217862,0.000001334869,0.00000988742,0.000004755269,0.00003854078,0.9990439,0.00002806689,0.00001927086,0.0008056037],"study_design_scores_gemma":[0.000001972737,0.00004009477,0.0002405374,0.000001441096,0.000003377859,0.00004006312,0.00000335734,0.0004633788,0.9984288,0.00001120138,0.0007637738,0.000002042168],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9255453,0.003234214,0.06591504,0.0002921433,0.0001309443,0.0001200455,0.0002322823,0.0006907335,0.003839317],"genre_scores_gemma":[0.946189,0.002265507,0.04661863,0.0002266395,0.00004017461,0.00007969593,0.0002213782,0.0001288952,0.004230121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001176478,"threshold_uncertainty_score":0.003935695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006834463216742548,"score_gpt":0.2450932610220634,"score_spread":0.2382587978053208,"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."}}