{"id":"W3014306169","doi":"10.1101/2020.03.31.018440","title":"ULTRASOUND-ASSISTED MAGNETIC NANOPARTICLE-BASED GENE DELIVERY","year":2020,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Microbial Inactivation Methods","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Mitacs","keywords":"Transfection; Lipofectamine; Gene delivery; Biophysics; Chemistry; Stimulation; Viability assay; Nanotechnology; Materials science; Biomedical engineering; Cell; Gene; Biology; Medicine; Recombinant DNA; Biochemistry; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004423868,0.0005795853,0.0004685943,0.0001207255,0.0001380407,0.0001739313,0.0006378014,0.0007206869,0.0000966919],"category_scores_gemma":[0.0006085223,0.0006793584,0.0002386319,0.0003585671,0.0001547106,0.000007518934,0.0004348416,0.0005071201,0.00007332883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001322544,"about_ca_system_score_gemma":0.0008414026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003049096,"about_ca_topic_score_gemma":0.000002548757,"domain_scores_codex":[0.996998,0.0003929548,0.0005504235,0.001267702,0.000272229,0.0005186883],"domain_scores_gemma":[0.9973484,0.00005508936,0.000363054,0.00140005,0.0004984347,0.0003349982],"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":[0.0001060019,0.0001255603,0.001164559,0.0001593204,0.00009584732,0.00002299138,0.000002024595,0.0001389085,0.9967744,0.00002598124,0.001381302,0.000003070915],"study_design_scores_gemma":[0.000610145,0.0001457941,0.02658162,0.00006979692,0.0001076526,5.704755e-8,9.470125e-7,0.0001122212,0.9626055,8.824976e-7,0.009044066,0.0007213556],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883508,0.001226055,0.008277763,0.0003439261,0.0007255845,0.0006049013,0.0002784716,0.0001839847,0.000008501207],"genre_scores_gemma":[0.9469202,0.0001344721,0.05062933,0.001403755,0.000606364,0.0001294694,0.000005727838,0.0001605608,0.00001017133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04235156,"threshold_uncertainty_score":0.9995658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0200574192043576,"score_gpt":0.2403954156833055,"score_spread":0.2203379964789479,"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."}}