{"id":"W4290027426","doi":"10.1186/s12951-022-01571-x","title":"Vibropolyfection: coupling polymer-mediated gene delivery to mechanical stimulation to enhance transfection of adherent cells","year":2022,"lang":"en","type":"article","venue":"Journal of Nanobiotechnology","topic":"RNA Interference and Gene Delivery","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Transfection; Gene delivery; Coupling (piping); Stimulation; Cell biology; Chemistry; Gene; Genetic enhancement; Nanotechnology; Biophysics; Biology; Materials science; Neuroscience; Biochemistry","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":[0.0002404092,0.0001242744,0.0002391671,0.0003050262,0.00008696853,0.000005902047,0.0002653073,0.0002013718,0.00008062589],"category_scores_gemma":[0.00003811084,0.0001274957,0.0001407895,0.00033644,0.00002790047,0.000006239132,0.0001298038,0.0002517975,0.00000813755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006923882,"about_ca_system_score_gemma":0.00008797421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002458554,"about_ca_topic_score_gemma":0.00001459117,"domain_scores_codex":[0.9988753,0.00004775844,0.0004762666,0.0002225454,0.0001927293,0.0001854583],"domain_scores_gemma":[0.9992915,0.00001689867,0.00022775,0.0001982946,0.0001868025,0.0000787076],"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":[0.0005129284,0.0001244902,0.00004803059,0.000005579104,0.00006633529,0.000007005781,0.00003212922,0.01063086,0.9845073,0.000007921597,0.0004550091,0.003602423],"study_design_scores_gemma":[0.0003222468,0.005560122,0.00007175203,0.00001563682,0.00002810828,0.00008372104,0.0001468909,0.0002552734,0.9910525,0.00001258405,0.00232898,0.0001221496],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.964392,0.0005408946,0.03360526,0.0005102401,0.0007480633,0.0001682364,0.00001828317,0.0000107932,0.00000622947],"genre_scores_gemma":[0.9988288,0.0001822803,0.0005495525,0.0002183236,0.0001146472,0.00001180209,0.00001116585,0.00001536896,0.0000680467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03443681,"threshold_uncertainty_score":0.5199122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006443920766659469,"score_gpt":0.2492464119103345,"score_spread":0.242802491143675,"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."}}