{"id":"W4415245583","doi":"10.1002/smll.70734","title":"Dynamic Liposome Sensing Platform to Wirelessly Ensure Nucleic Acid Encapsulation via Non‐Contact Perception (Small 41/2025)","year":2025,"lang":"en","type":"article","venue":"Small","topic":"Advanced biosensing and bioanalysis techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Encapsulation (networking); Microfluidics; Nucleic acid; Liposome; Microfluidic chip; Biosensor; Lab-on-a-chip","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001905042,0.000272305,0.0002581367,0.0001781827,0.0001643774,0.00005204951,0.000164585,0.0003239191,0.000002938842],"category_scores_gemma":[0.00005163232,0.0002610111,0.0001776428,0.0002838567,0.00003906046,0.000007810871,0.0001322071,0.0001649621,0.00001902852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001014343,"about_ca_system_score_gemma":0.00005783269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004846551,"about_ca_topic_score_gemma":0.0007241604,"domain_scores_codex":[0.9986202,0.00003743786,0.0003174811,0.0005731182,0.0001119427,0.0003398933],"domain_scores_gemma":[0.9991526,0.00001012631,0.0001072021,0.0004726371,0.0001679126,0.00008951103],"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":[0.00008250454,0.00003209,0.0003699867,0.00002326158,0.00006177438,0.000004640259,0.00004979733,0.00003528239,0.9398189,0.00001610021,0.000098075,0.05940756],"study_design_scores_gemma":[0.0005326344,0.0004506703,0.01989063,0.0001828643,0.0001526083,0.00002439906,0.0002073707,0.007966785,0.9653651,0.0003977358,0.004188566,0.0006406051],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.921726,0.00008260035,0.07660195,0.0003053934,0.0001472506,0.0002780665,0.00001020704,0.00009872131,0.0007497772],"genre_scores_gemma":[0.9722825,0.00008809301,0.02530753,0.000705004,0.0001128303,0.000005074834,0.0002533134,0.00002900892,0.001216645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05876696,"threshold_uncertainty_score":0.9999842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00826410216177371,"score_gpt":0.2567903002658853,"score_spread":0.2485261981041116,"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."}}