{"id":"W4393076328","doi":"10.1158/1538-7445.am2024-1124","title":"Abstract 1124: Prevention of radiation-induced malignancies in Li-Fraumeni syndrome","year":2024,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer-related Molecular Pathways","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children; University of Toronto","funders":"","keywords":"Li–Fraumeni syndrome; Medicine; Internal medicine; Oncology; Genetics; Biology; Mutation; Germline mutation","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":[0.0001522013,0.0003084436,0.0003409414,0.0004550445,0.0001460105,0.0001624037,0.0002683544,0.0004092503,0.001903613],"category_scores_gemma":[0.0001572906,0.0000882626,0.0002251369,0.0001813275,0.0001775089,0.0001364417,0.000166419,0.0005230096,0.0003105975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001992629,"about_ca_system_score_gemma":0.0002541433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000346527,"about_ca_topic_score_gemma":0.0004399247,"domain_scores_codex":[0.9999436,0.00001136376,0.00000489523,0.00001156617,0.00001598602,0.00001253523],"domain_scores_gemma":[0.9999127,0.000007750877,0.00003783473,0.000005815251,0.00000780889,0.00002806396],"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":[0.005231199,0.001030182,0.008142049,0.0005626499,0.0001031405,0.0008396649,0.00004158801,0.0005855085,0.9231222,0.0005299823,0.001312423,0.05849943],"study_design_scores_gemma":[0.001869478,0.02808917,0.1267958,0.0002957041,0.0005325767,0.00715208,0.0001317229,0.002533244,0.8009015,0.0007348906,0.0309082,0.00005553833],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888985,0.006505107,0.001535597,0.0003887671,0.00008816455,0.00006608474,0.0003861501,0.0001621853,0.001969426],"genre_scores_gemma":[0.9919503,0.002825143,0.002466516,0.00009557512,0.00003314774,0.00007568297,0.0003729551,0.00002037389,0.002160268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001903613,"threshold_uncertainty_score":0.006368279,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08428287062830625,"score_gpt":0.4186035634792956,"score_spread":0.3343206928509893,"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."}}