{"id":"W4394622651","doi":"10.1158/2159-8290.cd-23-1441","title":"St. Jude Survivorship Portal: Sharing and Analyzing Large Clinical and Genomic Datasets from Pediatric Cancer Survivors","year":2024,"lang":"en","type":"article","venue":"Cancer Discovery","topic":"Cancer-related cognitive impairment studies","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Cancer Institute; National Institutes of Health; American Lebanese Syrian Associated Charities","keywords":"Survivorship curve; Cancer survivorship; Cancer; Childhood cancer; Medicine; Biology; Oncology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005233278,0.0003351013,0.0006207317,0.0001990235,0.0001514906,0.0001924802,0.0001091448,0.0001462635,0.0003049214],"category_scores_gemma":[0.00009706786,0.0002983946,0.0001288892,0.0003719509,0.0001892656,0.0005071228,0.000375358,0.0005464106,0.00001138043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001602996,"about_ca_system_score_gemma":0.0003081485,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.009443682,"about_ca_topic_score_gemma":0.02139049,"domain_scores_codex":[0.9976097,0.00005205564,0.0005500453,0.001026042,0.0002627847,0.0004993647],"domain_scores_gemma":[0.9989542,0.0003121526,0.0001145916,0.0003214885,0.00004773262,0.0002497718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001869362,0.00005279035,0.9889495,0.0004047593,0.0007487875,0.0001481055,0.0002631235,0.000006140946,0.0000714202,0.00006745562,0.006498962,0.002602013],"study_design_scores_gemma":[0.001684637,0.00009917427,0.986587,0.0007825308,0.002034541,0.00001234918,0.0003539652,0.0007097577,0.00003889597,0.0002839722,0.006961325,0.0004518014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8853787,0.1048386,0.0001023826,0.0006355236,0.001744823,0.000378688,0.006676952,0.0001094406,0.0001349113],"genre_scores_gemma":[0.9328449,0.06336457,0.00001609515,0.0004676319,0.002036494,0.00009940328,0.0005906943,0.00007105119,0.0005091939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04746614,"threshold_uncertainty_score":0.9999468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03859617143637408,"score_gpt":0.3585633559459815,"score_spread":0.3199671845096074,"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."}}