{"id":"W4387773258","doi":"10.5539/ijb.v15n1p58","title":"Stress Factors Affecting the Cryopreservation of Biological Components of Seed Virus for Avian Influenza Vaccine Production","year":2023,"lang":"en","type":"article","venue":"International Journal of Biology","topic":"Viral Infectious Diseases and Gene Expression in Insects","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cryoprotectant; Cryopreservation; Dimethyl sulfoxide; Vero cell; Glycerol; Virus; Biology; Viability assay; Potency; Chemistry; Virology; In vitro; Biochemistry; Embryo; Cell biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002240072,0.0003874582,0.0002871876,0.000179528,0.0002732406,0.0003975785,0.0001732636,0.0002327787,0.001126451],"category_scores_gemma":[0.0003772486,0.0001137387,0.0002098901,0.0001998328,0.00021628,0.0004037295,0.0001685208,0.0004551068,0.0002213778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002714669,"about_ca_system_score_gemma":0.0002092132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020506,"about_ca_topic_score_gemma":0.002069145,"domain_scores_codex":[0.9998437,0.00002721203,0.00001698479,0.00003471896,0.00004965621,0.00002762232],"domain_scores_gemma":[0.9998087,0.0000420865,0.00005752796,0.00001039039,0.00006055563,0.00002070505],"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":[0.0001104592,0.00002257934,0.001281699,0.0001643571,0.00001309996,0.0001014049,0.00007142335,0.0001928638,0.9951535,0.00005142091,0.0001104328,0.002726805],"study_design_scores_gemma":[0.000004168294,0.0004756738,0.01588886,0.00004328377,0.00004674587,0.0002490082,0.0001527066,0.0006045692,0.9791114,0.00008576107,0.003321975,0.0000158969],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827219,0.01008821,0.003796881,0.0001945234,0.0001394898,0.00006752866,0.0005907632,0.00004419473,0.002356634],"genre_scores_gemma":[0.9886796,0.004611837,0.003753769,0.000126645,0.00003184581,0.00007673819,0.0007627597,0.00003216391,0.001924761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001126451,"threshold_uncertainty_score":0.003768325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04770539304249358,"score_gpt":0.3437977725289947,"score_spread":0.2960923794865011,"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."}}