{"id":"W4411021505","doi":"10.1002/smll.202409949","title":"Dynamic Liposome Sensing Platform to Wirelessly Ensure Nucleic Acid Encapsulation via Non‐Contact Perception","year":2025,"lang":"en","type":"article","venue":"Small","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"National Research Foundation of Korea; Ministry of Science and ICT, South Korea; Ministry of Trade, Industry and Energy; National Research Foundation","keywords":"Materials science; Microfluidics; Liposome; Nanotechnology; Cationic liposome; Nucleic acid; Optoelectronics; Chemistry; Transfection","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001523103,0.000368842,0.0001804733,0.0001866093,0.00009498498,0.0002740656,0.0004246008,0.0004073548,0.0009442974],"category_scores_gemma":[0.000219504,0.000181297,0.0001816485,0.0001017143,0.0002193414,0.0005311843,0.0003882665,0.0003138707,0.0004496518],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002254666,"about_ca_system_score_gemma":0.0001603949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002424741,"about_ca_topic_score_gemma":0.0002262501,"domain_scores_codex":[0.9998506,0.00001345417,0.000009456806,0.00005468538,0.00005239568,0.00001936975],"domain_scores_gemma":[0.9998749,0.00002318328,0.00004016334,0.00001199059,0.00003482444,0.00001493789],"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":[0.00001177392,0.000005242513,0.0000352736,0.00001561782,0.000001377348,0.00001733277,0.000006061971,0.00007226452,0.9986001,0.00008756416,0.00003577329,0.001111524],"study_design_scores_gemma":[0.000005222059,0.00004523816,0.0001785723,0.000001539905,0.000004037431,0.00003371398,0.000005985797,0.002985173,0.9959741,0.00002778009,0.0007331728,0.000005333818],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8874328,0.001249182,0.1064145,0.0003253253,0.0001629454,0.0001366885,0.0002511587,0.0009098027,0.003117696],"genre_scores_gemma":[0.9700135,0.0004078333,0.02544099,0.0001804201,0.00002276933,0.00009889998,0.0001221725,0.00004035181,0.003673084],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009442974,"threshold_uncertainty_score":0.003158927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00812575813703585,"score_gpt":0.2167127350168135,"score_spread":0.2085869768797776,"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."}}