{"id":"W4411550339","doi":"10.1007/978-1-0716-4654-0_20","title":"Modeling Glioma Stem Cell-Mediated Tumorigenesis Using Zebrafish Patient-Derived Xenograft Systems","year":2025,"lang":"en","type":"article","venue":"Methods in molecular biology","topic":"Glioma Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St Joseph's Health Care; Lawson Health Research Institute; Western University; University of Windsor","funders":"","keywords":"Zebrafish; Carcinogenesis; Glioma; Cancer research; Cell; Biology; Stem cell; Computational biology; Cell biology; Cancer; Genetics; Gene","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":[0.0003085554,0.0005983331,0.0002597336,0.0003815468,0.0002261295,0.0003599341,0.0005004542,0.00053389,0.001869628],"category_scores_gemma":[0.0001588658,0.0002188689,0.0004654863,0.0001619429,0.0003349801,0.0003271661,0.0003159215,0.000842672,0.0003736223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001113325,"about_ca_system_score_gemma":0.001059103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0113462,"about_ca_topic_score_gemma":0.01299004,"domain_scores_codex":[0.9998794,0.00001269568,0.000005803306,0.00002483573,0.00005855885,0.00001869481],"domain_scores_gemma":[0.9999185,0.0000193512,0.0000254164,0.000008482954,0.00001435281,0.00001403341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000110402,0.00004994639,0.0005308586,0.00007243334,0.00001769998,0.0002143973,0.0000617632,0.009718844,0.985118,0.001662446,0.0003224531,0.002120721],"study_design_scores_gemma":[0.0000539587,0.0007404252,0.001539832,0.00002264514,0.00006970432,0.000362532,0.00009446801,0.03084538,0.9588013,0.0004262498,0.007018874,0.00002465953],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9052532,0.001435266,0.08160305,0.0005414581,0.0001304528,0.0003438167,0.003355727,0.0007370173,0.006600085],"genre_scores_gemma":[0.9677505,0.001528536,0.0227122,0.0000613195,0.000005683804,0.0002282347,0.001255715,0.00009322007,0.006364436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0113462,"threshold_uncertainty_score":0.0225603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03115939966428715,"score_gpt":0.3609663588472473,"score_spread":0.3298069591829602,"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."}}