{"id":"W4400999235","doi":"10.54097/j8gxq228","title":"Cancer Treatment Response Differences in Pediatric and Adult Cancers","year":2024,"lang":"en","type":"article","venue":"Highlights in Science Engineering and Technology","topic":"Childhood Cancer Survivors' Quality of Life","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Amgen (Canada)","funders":"","keywords":"Cancer; Medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003176204,0.0001442257,0.0002618347,0.001466175,0.00004146226,0.00003319165,0.00009519477,0.0001034225,0.000003120084],"category_scores_gemma":[0.0001632318,0.0001101977,0.0000128465,0.001853803,0.0002802488,0.00009787292,0.00004708587,0.0001737169,0.000003613517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003920319,"about_ca_system_score_gemma":0.0003575444,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007955103,"about_ca_topic_score_gemma":0.0007896349,"domain_scores_codex":[0.9988462,0.00001251142,0.0002016516,0.0004536931,0.0001743538,0.0003115335],"domain_scores_gemma":[0.9995803,0.0001267878,0.0000176708,0.0001640879,0.00002588769,0.00008525257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005049121,0.000240989,0.838796,0.001122519,0.0000802531,0.001101732,0.01593504,0.0003865945,0.02600924,0.08502128,0.0002152043,0.03058624],"study_design_scores_gemma":[0.002580766,0.001275538,0.9500045,0.001428826,0.00008085416,0.0002089747,0.000949887,0.02031385,0.01271388,0.0006304856,0.009110941,0.0007014863],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778135,0.008118456,0.00001412682,0.01335301,0.0003231787,0.0001538541,0.000004797673,0.0001886642,0.00003036441],"genre_scores_gemma":[0.9914747,0.007928646,0.000336271,0.00003255048,0.0000721168,0.00007348254,2.955579e-7,0.00000951054,0.00007235195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1112085,"threshold_uncertainty_score":0.4493731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306926307634976,"score_gpt":0.2804577613708331,"score_spread":0.2673884982944834,"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."}}