{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002287109,0.0003487307,0.000167534,0.0002434377,0.000185274,0.0003081333,0.0004587725,0.0004829029,0.001604339],"category_scores_gemma":[0.0001962925,0.0002280537,0.0002269823,0.0001028617,0.0002298571,0.0005690625,0.0004641321,0.0004032429,0.0006176882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003152382,"about_ca_system_score_gemma":0.0002198779,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000273391,"about_ca_topic_score_gemma":0.0004056989,"domain_scores_codex":[0.9998463,0.00001200883,0.000009705615,0.00005499455,0.00005752271,0.0000193551],"domain_scores_gemma":[0.999895,0.00002064868,0.00002888537,0.00001234085,0.00002496875,0.00001831753],"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":[0.00001653716,0.00001125612,0.00003362506,0.00001696267,0.000002238033,0.00002449662,0.000006819029,0.00004123145,0.9974822,0.0002070198,0.00007813855,0.002079452],"study_design_scores_gemma":[0.000006400276,0.00007956076,0.000175435,0.000001217465,0.000005104249,0.00006277378,0.000005089584,0.00130041,0.9966773,0.00002864408,0.001652612,0.000005485845],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8320521,0.002039467,0.1544013,0.0007341621,0.000385725,0.0003883232,0.0004795892,0.001389146,0.008130294],"genre_scores_gemma":[0.9213857,0.0006990295,0.06689024,0.0003824447,0.00004696889,0.0002194599,0.0002906717,0.00005824133,0.01002719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001604339,"threshold_uncertainty_score":0.0053671,"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."}}