{"id":"W4412636643","doi":"10.3934/mbe.2025090","title":"Targeting stem cells with oncolytic viruses: a mathematical modelling approach","year":2025,"lang":"en","type":"article","venue":"Mathematical Biosciences & Engineering","topic":"Virus-based gene therapy research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Oncolytic virus; Computational biology; Virology; Stem cell; Biology; Computer science; Virus; Cell biology","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":[0.0005460401,0.001040986,0.0009946385,0.001072952,0.0006741195,0.001341548,0.001209802,0.002375106,0.002403392],"category_scores_gemma":[0.001702905,0.0006543919,0.001901938,0.0008774649,0.000957783,0.000998595,0.001266627,0.001310267,0.0004319921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001418914,"about_ca_system_score_gemma":0.001343855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01141351,"about_ca_topic_score_gemma":0.006701631,"domain_scores_codex":[0.9997984,0.000068798,0.00001066401,0.00002750523,0.00005187493,0.00004287155],"domain_scores_gemma":[0.9992404,0.0004380696,0.0001458739,0.00002665386,0.00009914036,0.00004989628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001106189,0.00002328985,0.0003877077,0.00004861444,0.00002031991,0.00005978845,0.00003676781,0.9706699,0.00138714,0.0257529,0.0003319266,0.001270455],"study_design_scores_gemma":[0.000005716963,0.000007521761,0.0000620188,0.000008051729,0.000007435563,0.00001284489,0.000008937681,0.9930683,0.0001355224,0.005919626,0.0007572515,0.000006756335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07930245,0.003315612,0.8757964,0.001854998,0.0002198801,0.0001424467,0.0006094369,0.0002155709,0.03854326],"genre_scores_gemma":[0.7936081,0.005222084,0.159601,0.0008015752,0.0003266558,0.001216589,0.0008756778,0.000358189,0.03799012],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01141351,"threshold_uncertainty_score":0.02269417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02119269978038919,"score_gpt":0.2663148198995474,"score_spread":0.2451221201191582,"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."}}