{"id":"W4362593599","doi":"10.1158/1538-7445.am2023-4670","title":"Abstract 4670: True bench-to-bedside science: An international pilot study modeling hard-to-cure pediatric cancers to prioritize therapeutic intervention","year":2023,"lang":"en","type":"article","venue":"Cancer Research","topic":"Zebrafish Biomedical Research Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; Jewish General Hospital; Children's Hospital of Eastern Ontario","funders":"","keywords":"Medicine; Cancer; Oncology; Zebrafish; Internal medicine; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001003201,0.0005061607,0.0003482865,0.0002992906,0.0003263558,0.0006348445,0.0006743007,0.0007725555,0.004169476],"category_scores_gemma":[0.0006171542,0.0002173875,0.00070145,0.0002258856,0.0005666105,0.0004769039,0.0006962904,0.002204553,0.0006791422],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001205098,"about_ca_system_score_gemma":0.001341502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005583864,"about_ca_topic_score_gemma":0.006369265,"domain_scores_codex":[0.9996666,0.0000580915,0.0000116929,0.00007222685,0.0001162364,0.00007525374],"domain_scores_gemma":[0.9994329,0.0001380924,0.00007046507,0.00006246886,0.000126435,0.0001697186],"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":[0.002118908,0.004181096,0.01715764,0.0009427794,0.0001635359,0.001130151,0.0005053821,0.05517288,0.8551092,0.007383082,0.01199872,0.04413667],"study_design_scores_gemma":[0.0007863194,0.03469974,0.04183439,0.0003428402,0.0005046205,0.0020882,0.001691613,0.1381807,0.6605801,0.003915061,0.1152124,0.0001641276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511852,0.002615899,0.0282014,0.001190227,0.0002060295,0.0006361479,0.002978857,0.0004032373,0.01258298],"genre_scores_gemma":[0.9478914,0.003484125,0.03367554,0.0007030294,0.00004409541,0.0008114221,0.003524674,0.0002176343,0.009648184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005583864,"threshold_uncertainty_score":0.01394826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1384949315299018,"score_gpt":0.483406687132395,"score_spread":0.3449117556024932,"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."}}