{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001503675,0.0006444386,0.0009513875,0.0003513323,0.0003593644,0.0005536571,0.0008424698,0.0003389368,0.002751958],"category_scores_gemma":[0.0001851151,0.0006123696,0.0001283415,0.0003615123,0.0001856872,0.0001642471,0.0001617964,0.0001442711,0.0005991832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002232012,"about_ca_system_score_gemma":0.0002964754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005217905,"about_ca_topic_score_gemma":0.00001456441,"domain_scores_codex":[0.9957178,0.0001796843,0.00125822,0.00115805,0.0003543673,0.001331928],"domain_scores_gemma":[0.9978453,0.0004939185,0.0004408601,0.0008658767,0.0002105275,0.0001435095],"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":[0.0007073169,0.0001348422,0.000004915677,0.0002658627,0.00002227404,0.00000293908,0.00006276486,0.00002338795,0.974593,0.02062422,0.003292489,0.0002659882],"study_design_scores_gemma":[0.001990416,0.0004834131,0.000334116,0.0001412915,0.0001082697,0.000006231389,0.000028095,0.00006645869,0.984356,0.01074416,0.001135487,0.0006060799],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787756,0.0001095022,0.01373523,0.0006108176,0.001662539,0.002305838,0.0001177932,0.0003922496,0.00229041],"genre_scores_gemma":[0.9758157,0.00002210966,0.02009968,0.001094346,0.0002814532,0.001272275,0.0001061834,0.00009313405,0.001215149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009880064,"threshold_uncertainty_score":0.9996328,"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."}}