{"id":"W2162943008","doi":"10.1109/tnb.2011.2163078","title":"The Influence of Size and Shape of Microorganism on Pulsed Electric Field Inactivation","year":2011,"lang":"en","type":"article","venue":"IEEE Transactions on NanoBioscience","topic":"Microbial Inactivation Methods","field":"Biochemistry, Genetics and Molecular Biology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Waterloo","funders":"","keywords":"Electric field; Microorganism; Field (mathematics); Molecular biophysics; Materials science; Engineering physics; Nanotechnology; Physics; Biological system; Condensed matter physics; Biology; Genetics; Mathematics; Bacteria; Quantum mechanics; Nuclear magnetic resonance","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":[0.0002371569,0.00008791219,0.00008609096,0.00005660008,0.0001374554,0.000007247755,0.0001892123,0.00008524155,0.00001448403],"category_scores_gemma":[0.0001306367,0.00006906161,0.00003605588,0.0003137618,0.0001252814,0.00001102024,0.000002517445,0.00008598735,9.385421e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001187558,"about_ca_system_score_gemma":0.00006358689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004569921,"about_ca_topic_score_gemma":0.000008497726,"domain_scores_codex":[0.9993124,0.00006869424,0.0001893911,0.0002091552,0.0000971708,0.0001232047],"domain_scores_gemma":[0.9993402,0.000158169,0.0001264039,0.0002379643,0.000108312,0.00002899057],"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":[0.0001271388,0.00006903187,0.00002675197,0.000006185738,0.000006472809,7.88929e-8,0.00007354363,0.00005073715,0.9944432,0.00004698813,0.000009809044,0.005140093],"study_design_scores_gemma":[0.0001544362,0.0006478559,0.0043295,0.00001613396,0.000006291728,0.000003350964,0.00002792737,0.00002592162,0.9945683,0.00005657562,0.00009353758,0.00007013673],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9708263,0.00001648965,0.02868846,0.00006102811,0.00008671136,0.0001370349,0.000004540549,0.000004898015,0.0001745272],"genre_scores_gemma":[0.9983404,0.0001374128,0.001192448,0.0001896295,0.000006212786,0.000007071603,1.943065e-7,0.000006271996,0.0001204073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02751404,"threshold_uncertainty_score":0.2816251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01263133341117076,"score_gpt":0.2487542434908998,"score_spread":0.2361229100797291,"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."}}