{"id":"W4392713521","doi":"10.1002/adma.202310683","title":"Structural Design for EMI Shielding: From Underlying Mechanisms to Common Pitfalls","year":2024,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Electromagnetic wave absorption materials","field":"Materials Science","cited_by":356,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Materials science; EMI; Electromagnetic shielding; Electromagnetic interference; Nanotechnology; Composite material; Electronic engineering; Engineering","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001069239,0.0003920543,0.0006084349,0.0001410261,0.0002063439,0.0008830863,0.0004996582,0.0001574002,0.003371204],"category_scores_gemma":[0.0002472753,0.0003592306,0.00007873855,0.0001702996,0.00004633023,0.0005017884,0.0001482347,0.00006371998,0.0006835644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001859894,"about_ca_system_score_gemma":0.0000860775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008880658,"about_ca_topic_score_gemma":0.00001498675,"domain_scores_codex":[0.997084,0.0002161682,0.0007293576,0.0008468295,0.0003996224,0.0007240265],"domain_scores_gemma":[0.9984438,0.0006222252,0.0001415926,0.0005013722,0.0001113965,0.0001796536],"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":[0.0002406889,0.000008049197,2.107758e-7,0.00008942663,0.00001679228,0.00001178653,0.0002250621,0.0005905985,0.9808835,0.01663958,0.0005293126,0.0007650418],"study_design_scores_gemma":[0.000326032,0.000377601,0.00003908159,0.00015729,0.00004083244,0.000009573395,0.00004715732,0.00007502413,0.809931,0.1879594,0.0006532393,0.0003837442],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8573307,0.0001823939,0.1348475,0.0004374846,0.00463843,0.001383499,0.0005453134,0.0005864296,0.00004823322],"genre_scores_gemma":[0.8035097,0.00001099898,0.1950045,0.0004213785,0.0002804683,0.0003758489,0.00007252095,0.00009163325,0.0002329507],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1713198,"threshold_uncertainty_score":0.999886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05247108975129895,"score_gpt":0.322426601359418,"score_spread":0.269955511608119,"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."}}