{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001878775,0.0003187791,0.0002729651,0.0002830612,0.0001225665,0.0002713465,0.0003311296,0.0004643775,0.0004643883],"category_scores_gemma":[0.0001543961,0.0001317168,0.0002174586,0.0001445114,0.000268285,0.0002562995,0.0002626529,0.0003456454,0.0002753749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003559819,"about_ca_system_score_gemma":0.000182045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003758425,"about_ca_topic_score_gemma":0.000446309,"domain_scores_codex":[0.9998558,0.00002668735,0.00001174085,0.00003689259,0.00005287801,0.00001591425],"domain_scores_gemma":[0.9999416,0.00001341299,0.00001796107,0.000004713199,0.00001324295,0.000009042315],"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":[0.00001242543,0.00001114984,0.00002331509,0.0000630304,0.000003290892,0.00003342007,0.000009272031,0.0001462228,0.996561,0.0001411751,0.00007412467,0.00292151],"study_design_scores_gemma":[0.0000113096,0.0001145498,0.0001902864,0.000006219936,0.00001210849,0.0001135922,0.00000512697,0.002698314,0.9930797,0.0000445592,0.00371517,0.00000902274],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7996764,0.01268268,0.1806279,0.0007306886,0.0003159225,0.0003382116,0.0002777599,0.0008577567,0.004492781],"genre_scores_gemma":[0.9217777,0.003935684,0.06650475,0.0003183293,0.00007095987,0.0002111487,0.0002491787,0.00005244132,0.006879913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004643883,"threshold_uncertainty_score":0.002582908,"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."}}