{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001732173,0.0002501238,0.0001795715,0.0003352331,0.000317379,0.0007434202,0.0002517226,0.0002906806,0.002388964],"category_scores_gemma":[0.0007312719,0.0001819123,0.0001430499,0.0003298362,0.0003195126,0.0007341114,0.0002404188,0.0007593366,0.0003359666],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007525223,"about_ca_system_score_gemma":0.0002893696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006158216,"about_ca_topic_score_gemma":0.0006705125,"domain_scores_codex":[0.9998769,0.000009687241,0.000003430659,0.00002617661,0.00004632707,0.00003749563],"domain_scores_gemma":[0.9994947,0.0003209933,0.00005381871,0.00002416063,0.00004868022,0.00005751361],"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":[0.0004305494,0.00003684792,0.0006512529,0.0000461909,0.000006050444,0.0001362273,0.0001067573,0.000560843,0.9900838,0.002203425,0.0001754681,0.005562634],"study_design_scores_gemma":[0.00002488099,0.0001842409,0.009443111,0.00001099182,0.00001185138,0.00008488577,0.0001045579,0.00886718,0.9780493,0.001218334,0.001979537,0.0000211596],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676724,0.001421799,0.01961146,0.0002813395,0.00006029905,0.00006867224,0.0004989777,0.0002964255,0.01008867],"genre_scores_gemma":[0.9973249,0.0002654657,0.00111623,0.00002989958,0.00001033497,0.00002758542,0.0001193363,0.00002080048,0.001085417],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002388964,"threshold_uncertainty_score":0.00799185,"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."}}