{"id":"W2071865874","doi":"10.1007/s10544-006-9028-0","title":"Microdevice-based delivery of gene products using sonoporation","year":2007,"lang":"en","type":"article","venue":"Biomedical Microdevices","topic":"Microfluidic and Bio-sensing Technologies","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Sonoporation; Transfection; Materials science; Gene delivery; Biomedical engineering; Umbilical vein; Genetic enhancement; Oligonucleotide; Electroporation; Lead zirconate titanate; Sonication; In vitro; Molecular biology; Nanotechnology; Chemistry; Gene; Microbubbles; Medicine; Biology; Optoelectronics; Biochemistry; Chromatography; Ultrasound","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":[],"consensus_categories":[],"category_scores_codex":[0.0004569256,0.000207043,0.0002657738,0.0002964148,0.00005976237,0.00001970223,0.0002463853,0.0002624265,0.00001844306],"category_scores_gemma":[0.00004224887,0.0001849291,0.00005965039,0.0005955782,0.0003044842,0.00008705823,0.00003880629,0.0001483683,0.00001678619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008167962,"about_ca_system_score_gemma":0.00008449527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006812326,"about_ca_topic_score_gemma":0.00001183253,"domain_scores_codex":[0.9986435,0.0000153375,0.0004853515,0.0002661784,0.0002166945,0.0003729562],"domain_scores_gemma":[0.9993385,0.00004993188,0.0001014646,0.0003035671,0.0001318053,0.00007472857],"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":[0.000015456,0.00005504388,0.000290714,0.0002596385,0.00002481054,0.00001066798,0.00004659942,0.00002435407,0.9850689,0.00001238638,0.001842544,0.01234891],"study_design_scores_gemma":[0.0002617045,0.00004115422,0.0005230287,0.0001031409,0.00003246254,0.00001537332,0.0001206458,0.002364906,0.9728932,0.0000158795,0.02341031,0.0002181887],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9544038,0.006142395,0.03810237,0.000192258,0.000407409,0.0001663365,0.0000257192,0.0004880756,0.00007165682],"genre_scores_gemma":[0.9428804,0.0001090622,0.05668299,0.00007944472,0.0001528566,9.518972e-7,0.00005619312,0.00002865704,0.000009435399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02156777,"threshold_uncertainty_score":0.7541192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01886822258913949,"score_gpt":0.2263699065239371,"score_spread":0.2075016839347976,"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."}}