{"id":"W4412163883","doi":"10.1158/1557-3265.aimachine-a038","title":"Abstract A038: Unmasking hidden mutational footprints of therapy in pediatric tumors","year":2025,"lang":"en","type":"article","venue":"Clinical Cancer Research","topic":"Neuroblastoma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"","keywords":"Medicine; Cancer; Cancer research; Oncology; Internal medicine","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":[0.0005583296,0.0003883183,0.0004213879,0.0009920449,0.0002250165,0.0004733625,0.0002787922,0.000366995,0.001374141],"category_scores_gemma":[0.001381275,0.000170259,0.0005599057,0.001107351,0.0001921157,0.0002563469,0.0003500252,0.0004962662,0.0005884511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002563391,"about_ca_system_score_gemma":0.0004011383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001895456,"about_ca_topic_score_gemma":0.003141208,"domain_scores_codex":[0.9996765,0.00005505521,0.00002010672,0.0001218168,0.0000885279,0.00003798383],"domain_scores_gemma":[0.9992076,0.0003088696,0.0002207396,0.00009427882,0.0001191898,0.0000493474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001213916,0.0001968158,0.2696113,0.0006098452,0.0005745818,0.0008369937,0.0002272672,0.02755114,0.5434622,0.0008619045,0.003974628,0.1508794],"study_design_scores_gemma":[0.00006487765,0.0007012512,0.5114065,0.00008291396,0.0005510539,0.002974197,0.0002776832,0.2320026,0.2253354,0.003117711,0.02340336,0.00008238798],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9558024,0.002302942,0.02976758,0.0002273784,0.00004309757,0.00004282626,0.009332329,0.001058284,0.001423166],"genre_scores_gemma":[0.9612422,0.0006718341,0.02562162,0.00008344362,0.00002957982,0.0000384018,0.01145435,0.0001789347,0.000679664],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001895456,"threshold_uncertainty_score":0.004597008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2380721496292062,"score_gpt":0.5708286162095034,"score_spread":0.3327564665802972,"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."}}