{"id":"W4412513478","doi":"10.1149/ma2025-01622978mtgabs","title":"Multi-Walled Carbon Nanotube Filter for Activating Effector T-Cells","year":2025,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Carbon Nanotubes in Composites","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Effector; Carbon nanotube; Materials science; Nanotube; Nanotechnology; Filter (signal processing); Cell biology; Computer science; Biology; Computer vision","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001155117,0.0003042051,0.0003935345,0.0001506219,0.0002533111,0.0002062796,0.0004477749,0.0001759548,0.00003021767],"category_scores_gemma":[0.00209596,0.0002966678,0.0001480261,0.0002083652,0.00006933165,0.0001116861,0.0002013136,0.0002008037,0.00005378622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001503794,"about_ca_system_score_gemma":0.0001087395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002872024,"about_ca_topic_score_gemma":0.00002748398,"domain_scores_codex":[0.9977938,0.0001115252,0.0005889259,0.0006200032,0.0002755832,0.0006101789],"domain_scores_gemma":[0.9959673,0.003030082,0.0002718621,0.0004861031,0.00015098,0.00009372782],"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":[0.00007906895,0.00009585538,0.000295213,0.0001763224,0.00001926274,0.000006108106,0.0001799997,0.005929898,0.9925067,0.000003532831,0.000476802,0.0002312416],"study_design_scores_gemma":[0.001149865,0.00004993354,0.0009404864,0.0004510028,0.00003227824,0.00000223945,0.0000350878,0.004981796,0.9897264,0.00006109803,0.002275875,0.0002939265],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774867,0.0001630692,0.00006677619,0.0001863454,0.00280749,0.0007264898,0.00002406134,0.0003049383,0.01823414],"genre_scores_gemma":[0.9693789,0.0000029382,0.02889445,0.0001741666,0.000261347,0.0001245183,0.000008161315,0.00004447393,0.001111082],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02882767,"threshold_uncertainty_score":0.9999486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01593955302775144,"score_gpt":0.2701063553368216,"score_spread":0.2541668023090701,"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."}}