{"id":"W2026971948","doi":"10.1002/bit.20012","title":"Optimization of reovirus production from mouse L‐929 cells in suspension culture","year":2004,"lang":"en","type":"article","venue":"Biotechnology and Bioengineering","topic":"Viral gastroenteritis research and epidemiology","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Multiplicity of infection; Titer; Cell culture; Virus; Cell growth; Biology; Cell; Virology; Chemistry; Microbiology; Serotype; Biochemistry","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":[0.0006556591,0.0008083188,0.0006807107,0.0004105882,0.0002059226,0.0006904089,0.0004875586,0.0005562471,0.000633646],"category_scores_gemma":[0.0003448064,0.0002287907,0.000513656,0.000394802,0.0001845759,0.000251968,0.0003472183,0.0007063076,0.0007127054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003467126,"about_ca_system_score_gemma":0.0002158984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007651417,"about_ca_topic_score_gemma":0.001391069,"domain_scores_codex":[0.9996403,0.00008149874,0.00004504932,0.00007218488,0.0001127985,0.00004805281],"domain_scores_gemma":[0.9998286,0.00005631608,0.00003147222,0.00002112316,0.00003882466,0.00002367781],"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":[0.00003677575,0.00002189657,0.00008325783,0.00003105382,0.000003589342,0.00002717434,0.00001162021,0.0001756228,0.9985084,0.00004104589,0.00003157342,0.001028044],"study_design_scores_gemma":[0.00001287391,0.000330761,0.000705283,0.00001102134,0.00001975741,0.00008952013,0.00001388204,0.0009543916,0.9953824,0.00002408703,0.002447668,0.000008369861],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9214727,0.004355358,0.06568686,0.0001732384,0.0001362716,0.0007875108,0.002101336,0.0004514247,0.004835302],"genre_scores_gemma":[0.8608382,0.005848043,0.1179811,0.0001220463,0.00004415484,0.0009786271,0.006799445,0.0002379989,0.007150455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008083188,"threshold_uncertainty_score":0.00346756,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01208614816017099,"score_gpt":0.2444463219287335,"score_spread":0.2323601737685626,"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."}}