{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008246801,0.00007774879,0.0001972045,0.0001816351,0.00001545993,0.000001765329,0.00003639501,0.0002654465,0.000005435376],"category_scores_gemma":[0.000109493,0.00006621915,0.00002003919,0.0001539524,0.00009600959,0.00004137743,0.00003603665,0.0002250649,0.000001758113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003651962,"about_ca_system_score_gemma":0.00001042513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001168327,"about_ca_topic_score_gemma":0.00003058709,"domain_scores_codex":[0.9994211,0.00001110342,0.0001678156,0.0001852232,0.0000456149,0.0001691462],"domain_scores_gemma":[0.9997863,0.000002903123,0.00002999753,0.0001230364,0.00002098679,0.00003674537],"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":[0.0001111701,0.00004356045,0.001316217,0.00003513226,0.00001486281,0.00002060751,0.00003325233,0.01335193,0.9840031,0.00008318934,0.00002783711,0.0009591765],"study_design_scores_gemma":[0.001022586,0.0004659244,0.002685183,0.0001516868,0.00001153779,0.00005510398,0.00008573969,0.002749098,0.992362,0.00006675068,0.0002742768,0.00007013169],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898528,0.0006664419,0.007053133,0.00211321,0.00007574521,0.0001561117,0.000006278219,0.00006883554,0.000007384599],"genre_scores_gemma":[0.9762403,0.002743206,0.02089191,0.000030551,0.00003444212,0.000004195299,0.00002399229,0.000007018248,0.00002436907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01383878,"threshold_uncertainty_score":0.2700339,"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."}}