{"id":"W4417439869","doi":"10.1016/j.apmt.2025.103050","title":"Lignin-based multilayer electrospun mats for absorption-dominant electromagnetic interference shielding","year":2025,"lang":"en","type":"article","venue":"Applied Materials Today","topic":"Electromagnetic wave absorption materials","field":"Materials Science","cited_by":2,"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","keywords":"Electromagnetic shielding; EMI; Electromagnetic interference; Nanocomposite; Nanoparticle; Electrical resistivity and conductivity; Electrical conductor; Permittivity; Ultimate tensile strength","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":[0.0001065131,0.0005134071,0.0001231642,0.0001853326,0.00009985668,0.0001569879,0.0001610324,0.0002592163,0.0004923792],"category_scores_gemma":[0.0001092034,0.0001442417,0.000154818,0.0001048311,0.0001109126,0.0002064874,0.0002135302,0.000281905,0.0001905321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009655509,"about_ca_system_score_gemma":0.00005731131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000105144,"about_ca_topic_score_gemma":0.0003144667,"domain_scores_codex":[0.9999312,0.000007001027,0.000005304395,0.00002079026,0.00002289082,0.00001281035],"domain_scores_gemma":[0.9998977,0.00001514907,0.00004221777,0.000007713243,0.000018019,0.00001921479],"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":[0.000004138598,0.000003065475,0.00002150293,0.000009742615,0.000001419728,0.00001160963,0.000003230085,0.00004020142,0.9994181,0.000007530083,0.000005194214,0.0004742773],"study_design_scores_gemma":[0.000001964453,0.00008506661,0.0005929798,0.000002560107,0.000007109842,0.00005006124,0.000006848602,0.0007920582,0.9979481,0.000009000926,0.0005015222,0.000002577203],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789414,0.0007728455,0.01866168,0.00004474685,0.00003305075,0.00002376369,0.0001077951,0.0002442232,0.001170503],"genre_scores_gemma":[0.984921,0.000490825,0.01302591,0.0000332102,0.00001235012,0.00001594685,0.0001168642,0.00002379352,0.001359991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005134071,"threshold_uncertainty_score":0.001647234,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01025244959118177,"score_gpt":0.2554996034457915,"score_spread":0.2452471538546098,"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."}}