{"id":"W4295204481","doi":"10.3390/bioengineering9090450","title":"Substantially Improved Electrofusion Efficiency of Hybridoma Cells: Based on the Combination of Nanosecond and Microsecond Pulses","year":2022,"lang":"en","type":"article","venue":"Bioengineering","topic":"Microbial Inactivation Methods","field":"Biochemistry, Genetics and Molecular Biology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Science Foundation of Chongqing; Chongqing Science and Technology Commission; National Natural Science Foundation of China","keywords":"Microsecond; Electrofusion; Nanosecond; Materials science; Optoelectronics; Optics; Physics; Laser","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":[0.0002920851,0.00007761197,0.00009033662,0.00005919722,0.00006121977,0.000005506216,0.0001087841,0.00002891065,0.00004569383],"category_scores_gemma":[0.00005223215,0.00006943777,0.0000374173,0.0001115408,0.00003331029,0.000001930824,0.00005692427,0.00006516903,8.122134e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001261796,"about_ca_system_score_gemma":0.00003290067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008399578,"about_ca_topic_score_gemma":0.000001485945,"domain_scores_codex":[0.9994795,0.00005881385,0.0001592773,0.0001383912,0.00006820449,0.00009578755],"domain_scores_gemma":[0.9996443,0.00004174266,0.00009731558,0.0001602877,0.00004211703,0.0000141961],"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":[0.00005004045,0.0000473462,0.00003277666,0.00002901521,0.000007521217,1.613969e-7,0.00002249035,0.001128363,0.9981974,0.0001015957,0.00005267846,0.0003305716],"study_design_scores_gemma":[0.0003205258,0.0003765965,0.0002748082,0.000005479084,0.000004799001,0.000001823643,0.00003245318,0.007469466,0.9905483,0.000005069237,0.000891032,0.00006968472],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988404,0.0001760613,0.01101243,0.00004198555,0.0001011184,0.0001610254,0.00003042441,0.000004683684,0.0000682226],"genre_scores_gemma":[0.9986879,0.00001073801,0.001153103,0.00005021773,0.00001171415,0.000008948562,0.00002395002,0.00001186655,0.00004162089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0102838,"threshold_uncertainty_score":0.283159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006238261293357435,"score_gpt":0.2114633805845722,"score_spread":0.2052251192912148,"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."}}