{"id":"W4413394969","doi":"10.1021/acs.nanolett.5c03172","title":"Assembling and Modeling Stacked Disordered Metasurfaces","year":2025,"lang":"en","type":"article","venue":"Nano Letters","topic":"Metamaterials and Metasurfaces Applications","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"European Research Council; Norges Forskningsråd; China Scholarship Council; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Nanotechnology; Materials science","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":[0.0001205834,0.0003358353,0.0002923724,0.0003919114,0.0002805194,0.0006865103,0.0006081898,0.0009126341,0.0008144372],"category_scores_gemma":[0.000277114,0.0003630795,0.0004545,0.0002664855,0.0005916519,0.0005269176,0.0005766414,0.0003623057,0.0002020418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005526469,"about_ca_system_score_gemma":0.0004367506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002899993,"about_ca_topic_score_gemma":0.002738597,"domain_scores_codex":[0.999921,0.000009172092,0.000004661783,0.00001741929,0.00002392408,0.0000238657],"domain_scores_gemma":[0.9998888,0.00002382555,0.00003008458,0.00002264262,0.00001249883,0.00002213421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003417664,0.00005210708,0.001332736,0.00008008026,0.00002978484,0.0004863513,0.00006761471,0.8852572,0.07119931,0.03784914,0.000258242,0.003353235],"study_design_scores_gemma":[0.000008214095,0.00001802408,0.0002329712,0.000003210566,0.000004065683,0.00003508461,0.0000205236,0.9923994,0.002893069,0.003821418,0.0005575315,0.000006472076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.757337,0.0004691681,0.2255376,0.000218698,0.00007369806,0.00006115736,0.0003404486,0.0003512308,0.01561114],"genre_scores_gemma":[0.9473318,0.0003296622,0.04930076,0.00003451509,0.00001753481,0.00008147209,0.0002086921,0.00007190812,0.002623752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002899993,"threshold_uncertainty_score":0.005766273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02583783941835888,"score_gpt":0.2834840479396487,"score_spread":0.2576462085212898,"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."}}