{"id":"W2555261499","doi":"10.1016/j.jbiotec.2016.11.010","title":"Critical phases of viral production processes monitored by capacitance","year":2016,"lang":"en","type":"article","venue":"Journal of Biotechnology","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; National Research Council Canada","funders":"Université Claude Bernard Lyon 1","keywords":"Capacitance; Viral replication; Cell culture; HEK 293 cells; Capacitance probe; Cell biology; Viral envelope; Biology; Virus; Virology; Materials science; Chemistry; Genetics","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":[0.00008833322,0.00009706502,0.0001659485,0.00008126428,0.0000404246,0.000005583602,0.0001415874,0.0002350797,0.00001530771],"category_scores_gemma":[0.001377384,0.00006273927,0.00007867281,0.00009706457,0.0003279885,0.000013775,0.00002748279,0.00008241575,0.000001016749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001260617,"about_ca_system_score_gemma":0.00008587261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000245476,"about_ca_topic_score_gemma":0.000001574741,"domain_scores_codex":[0.9992363,0.00002992443,0.0003132768,0.0001576031,0.0001144011,0.0001484562],"domain_scores_gemma":[0.9992024,0.0000205053,0.0002549757,0.0001791387,0.0002927012,0.00005024041],"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":[0.000187396,0.0001731329,0.0007938906,0.0000327172,0.00003550833,0.00000363884,0.000006044563,0.000001781227,0.9740611,0.00005179556,0.02128877,0.003364217],"study_design_scores_gemma":[0.000379062,0.001297485,0.00008239947,0.00008701198,0.00001890303,0.0001657937,0.0000342932,2.477218e-7,0.9889838,0.0008170397,0.008050214,0.00008377053],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893363,0.003808939,0.004263367,0.001941978,0.0005225509,0.00005252034,0.00002910766,0.00001047266,0.00003481539],"genre_scores_gemma":[0.997725,0.001442488,0.0003478515,0.00004156713,0.0002971445,0.000003876744,0.000001533775,0.000009845706,0.0001306655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01492267,"threshold_uncertainty_score":0.2558433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006053934605848644,"score_gpt":0.2647136175824318,"score_spread":0.2586596829765831,"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."}}