{"id":"W1988493986","doi":"10.1016/j.jcis.2011.12.039","title":"Electrokinetic transport through the nanopores in cell membrane during electroporation","year":2011,"lang":"en","type":"article","venue":"Journal of Colloid and Interface Science","topic":"Microbial Inactivation Methods","field":"Biochemistry, Genetics and Molecular Biology","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Electrokinetic phenomena; Electroporation; Nanopore; Membrane; Chemistry; Biophysics; Membrane transport; Nanotechnology; Materials science; Biochemistry; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005417095,0.00006594446,0.00008749651,0.00005840407,0.00007647688,0.0000176828,0.0002256439,0.00003324226,0.0000205609],"category_scores_gemma":[0.00004973288,0.0000443828,0.00002773372,0.0002371029,0.000191098,0.00003242733,0.00002072794,0.0001153297,3.145863e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002095779,"about_ca_system_score_gemma":0.0001296181,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001333514,"about_ca_topic_score_gemma":0.00001727269,"domain_scores_codex":[0.9993432,0.00004466965,0.0002308224,0.0001181473,0.0001214042,0.0001417689],"domain_scores_gemma":[0.9995837,0.000005264964,0.0001665981,0.00009232621,0.0001234112,0.0000287264],"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":[0.0001216095,0.00002561267,0.0003504652,0.000005233323,0.000002865698,4.850152e-7,0.0005398654,0.00003982084,0.9988075,0.00004471823,0.00003519917,0.00002662833],"study_design_scores_gemma":[0.0002558402,0.0003608707,0.00430275,0.000009977494,0.00000462981,0.00007408959,0.0003172028,0.00001042326,0.9937366,0.0001006377,0.0007729717,0.00005405023],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944026,0.0004051134,0.003318706,0.00008668521,0.00006884626,0.00006859531,3.663352e-7,0.000001094152,0.001647938],"genre_scores_gemma":[0.9968122,0.0003233198,0.002542602,0.000048883,0.00003611995,8.517883e-7,2.102447e-7,0.000004202353,0.0002316564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00507094,"threshold_uncertainty_score":0.1809878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01173330290241123,"score_gpt":0.2647460708411481,"score_spread":0.2530127679387368,"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."}}