{"id":"W2122762460","doi":"10.1002/btpr.1942","title":"Treating cell culture media with UV irradiation against adventitious agents: Minimal impact on CHO performance","year":2014,"lang":"en","type":"article","venue":"Biotechnology Progress","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Sterilization (economics); Chinese hamster ovary cell; Cell culture; Chemically defined medium; Irradiation; Food science; Cell growth; Cell; Titer; Chemistry; Biology; Biochemistry; Microbiology; In vitro; Immunology; Antibody","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":[0.00007694643,0.0002520866,0.0001670641,0.00009096162,0.0001924331,0.00003349434,0.0002183866,0.0004653235,0.0000170842],"category_scores_gemma":[0.00003718477,0.0001791161,0.00009728966,0.0001470592,0.0001838471,0.000009049158,0.0000717724,0.0001737722,0.00002629013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003178279,"about_ca_system_score_gemma":0.00003771439,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004314981,"about_ca_topic_score_gemma":0.000005704958,"domain_scores_codex":[0.9988486,0.00004919243,0.0001713032,0.0004439273,0.0001405826,0.0003463806],"domain_scores_gemma":[0.9992577,0.000006930594,0.0001672637,0.0004093465,0.00006208621,0.00009669283],"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":[0.002238324,0.002133847,0.2639983,0.000359329,0.0004707789,0.00004686865,0.0004456374,0.003659607,0.4529717,0.0003335029,0.02854287,0.2447993],"study_design_scores_gemma":[0.00347133,0.007977268,0.06636588,0.0002393791,0.00007196931,0.00004667353,0.0001385975,0.002312101,0.8875881,0.0000418438,0.03084833,0.0008984734],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973572,0.0004906088,0.0001219649,0.0001148481,0.0001305029,0.0002957136,0.00002765027,0.0001088491,0.00135259],"genre_scores_gemma":[0.9982764,0.0002665685,0.000419162,0.0002144428,0.0002624174,0.0001156833,0.0002602467,0.00003148667,0.0001536393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4346165,"threshold_uncertainty_score":0.7304142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004629796185431096,"score_gpt":0.2374827712890457,"score_spread":0.2328529751036146,"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."}}