{"id":"W4404269909","doi":"10.1128/spectrum.00978-24","title":"Optimization of ultrasound-mediated DNA transfer for bacteria and preservation of frozen competent cells","year":2024,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Ultrasound and Cavitation Phenomena","field":"Materials Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Youth Innovation Promotion Association; Natural Science Foundation of Shanghai","keywords":"Ultrasonic sensor; Transformation (genetics); Transfection; Transformation efficiency; Materials science; Transduction (biophysics); Biophysics; Biology; Genetics; Acoustics; Gene; Physics; Agrobacterium","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":[0.000459098,0.0005200151,0.0003091502,0.0003524618,0.0001910116,0.0004299023,0.0003723721,0.0002668287,0.000532345],"category_scores_gemma":[0.0004945672,0.0001656171,0.0002351731,0.0003442445,0.0001981536,0.0003161812,0.0002347595,0.000348686,0.0002314164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003524694,"about_ca_system_score_gemma":0.0002627874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006132137,"about_ca_topic_score_gemma":0.0009626815,"domain_scores_codex":[0.9996948,0.00007284665,0.00003621718,0.00005701197,0.0001039181,0.00003518326],"domain_scores_gemma":[0.9998654,0.00003484038,0.00004555393,0.00001015149,0.00003083588,0.00001315566],"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":[0.00001843295,0.00001910494,0.00007039768,0.00003479146,0.000002797435,0.00001671599,0.00001282881,0.0002849983,0.9980684,0.00006032082,0.00001289732,0.001398298],"study_design_scores_gemma":[0.000005062327,0.0001819192,0.0005822306,0.000006256447,0.00001372372,0.00002892629,0.00002534014,0.001588737,0.996572,0.00002445784,0.0009643224,0.000006983486],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640806,0.001729898,0.03233599,0.00009462262,0.0000358793,0.0001689452,0.0001651482,0.0001096822,0.001279232],"genre_scores_gemma":[0.9638552,0.00177634,0.03233081,0.00003318925,0.00001022847,0.0001393261,0.0004673689,0.00006409903,0.001323435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006132137,"threshold_uncertainty_score":0.002557397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007472058395221051,"score_gpt":0.2077478137089838,"score_spread":0.2002757553137628,"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."}}