{"id":"W4281691501","doi":"10.1002/ctd2.40","title":"Overview of recent advances in Vero cells genomic characterization and engineering for high‐throughput vaccine manufacturing","year":2022,"lang":"en","type":"article","venue":"Clinical and Translational Discovery","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Vero cell; Virology; Bioprocess; Biology; Cell culture; Virus; 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":[0.00009991168,0.00006598117,0.0001172898,0.00002051103,0.0000469819,0.000008285444,0.00003295902,0.00003316618,0.00002124146],"category_scores_gemma":[0.00001006621,0.00006383147,0.00004522482,0.00002398318,0.00001664343,0.00001681323,0.00003924661,0.00004785609,7.429517e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002236008,"about_ca_system_score_gemma":0.00001863068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002086003,"about_ca_topic_score_gemma":0.000003635547,"domain_scores_codex":[0.9994182,0.0000260092,0.0002467422,0.000188826,0.00005024436,0.00006996185],"domain_scores_gemma":[0.9998103,0.00004025229,0.00005662312,0.00005636977,0.00001030968,0.00002613949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001970554,0.0006128064,0.0996737,0.0007160396,0.0001274327,0.000002403037,0.00007070835,0.01529881,0.7896086,0.002633063,0.0001027798,0.0891831],"study_design_scores_gemma":[0.002872059,0.0005836326,0.8758719,0.00004240772,0.00003507052,0.000003368099,0.0000143399,0.0005916281,0.04283733,0.001784749,0.07511324,0.0002503093],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990649,0.005543356,0.003084685,0.0001049073,0.0002164679,0.0001519041,0.000239792,0.000002441601,0.00000748454],"genre_scores_gemma":[0.9841744,0.0151101,0.0001321225,0.0001058174,0.00009314245,0.00003246335,0.0003212134,0.00000744311,0.00002324515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7761981,"threshold_uncertainty_score":0.2602972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0235398614249051,"score_gpt":0.3047997320172878,"score_spread":0.2812598705923827,"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."}}