{"id":"W4401988258","doi":"10.1063/5.0204837","title":"An electroporation cytometry system for long-term, live cell cycle analysis","year":2024,"lang":"en","type":"article","venue":"Biomicrofluidics","topic":"Microbial Inactivation Methods","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; St. Michael's Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; Toronto Metropolitan University","keywords":"Electroporation; Cell cycle; Flow cytometry; Electrochemotherapy; Cell biology; Cell culture; Cell; Cytometry; Nanotechnology; Biology; Biomedical engineering; Biophysics; Materials science; Molecular biology; Engineering; Gene; Genetics","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":[0.000411813,0.0001692475,0.0001833066,0.0002697451,0.00009471961,0.000140325,0.000185833,0.0002306205,0.00002008854],"category_scores_gemma":[0.00001914746,0.000170861,0.0002127464,0.0005871384,0.00003737633,0.00001209839,0.00003438746,0.00006346257,0.00002526565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001003053,"about_ca_system_score_gemma":0.0001133297,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001557025,"about_ca_topic_score_gemma":0.000005656296,"domain_scores_codex":[0.9988247,0.0001122011,0.00026058,0.0004918674,0.00008112193,0.0002295302],"domain_scores_gemma":[0.999298,0.00002119177,0.00007358898,0.0003900831,0.0001376791,0.00007939402],"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":[0.0000573253,0.00004763145,0.0009963827,0.0001647905,0.0002626843,0.000002788573,0.00003781844,0.00000963703,0.9946244,0.0001038893,0.002628225,0.001064457],"study_design_scores_gemma":[0.0001897551,0.000220375,0.0006127823,0.000009438842,0.0003171886,0.000007323758,0.00005794204,0.0006671151,0.9936832,0.000009986034,0.004017405,0.0002074834],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5947908,0.00241296,0.4022131,0.00002231267,0.0001740796,0.0002043705,0.00008455507,0.00005069234,0.0000471624],"genre_scores_gemma":[0.9914738,0.0002435681,0.005476594,0.00006951783,0.0004215739,0.00002971238,0.001912509,0.0000431167,0.0003296061],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3967365,"threshold_uncertainty_score":0.696751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01155266955845608,"score_gpt":0.3135488181209274,"score_spread":0.3019961485624713,"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."}}