{"id":"W4410199849","doi":"10.1016/j.colsurfa.2025.137162","title":"Flexible CNT/Cu/PDMS composite films with Joule heating properties for high-performance electromagnetic interference shielding","year":2025,"lang":"en","type":"article","venue":"Colloids and Surfaces A Physicochemical and Engineering Aspects","topic":"Electromagnetic wave absorption materials","field":"Materials Science","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Youth Innovation Promotion Association; Chinese Academy of Sciences; Canadian Anesthesiologists' Society","keywords":"Electromagnetic shielding; Joule heating; Materials science; Composite number; Electromagnetic interference; Composite material; Interference (communication); Joule (programming language); Optoelectronics; Electrical engineering; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001153547,0.0003005605,0.000150935,0.0001404689,0.000207564,0.0001705874,0.0001708969,0.0001906819,0.000950198],"category_scores_gemma":[0.0001370371,0.0001585686,0.000126815,0.0001604659,0.0001198897,0.0002443481,0.000143063,0.000264017,0.0002026839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001848764,"about_ca_system_score_gemma":0.0001199247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000392848,"about_ca_topic_score_gemma":0.001514419,"domain_scores_codex":[0.9999216,0.000004768124,0.000003592688,0.00002209204,0.00002790796,0.00002006277],"domain_scores_gemma":[0.9999034,0.00002026902,0.00002410502,0.00001126928,0.00002335341,0.00001761813],"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":[0.00002160586,0.000004194898,0.00002974888,0.00001896249,0.000001318892,0.00002036814,0.000008060964,0.00005186319,0.9990621,0.0000293547,0.0000301997,0.000722306],"study_design_scores_gemma":[0.000002590549,0.00004286402,0.000689993,0.000001328481,0.000004376484,0.00002249679,0.000006712763,0.0005946612,0.9981394,0.000005725884,0.0004870569,0.000002678799],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914146,0.001024419,0.00540085,0.00005084632,0.00007481291,0.0000201536,0.0001445769,0.00009714148,0.001772565],"genre_scores_gemma":[0.9935946,0.0003824462,0.004435147,0.00002239908,0.00001382694,0.00001491015,0.00007632107,0.00001870105,0.001441654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000950198,"threshold_uncertainty_score":0.003178716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0072459414990975,"score_gpt":0.1956393280588519,"score_spread":0.1883933865597544,"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."}}