{"id":"W4414277684","doi":"10.1056/nejmoa2502098","title":"Medical Imaging and Pediatric and Adolescent Hematologic Cancer Risk","year":2025,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Institute for Clinical Evaluative Sciences","funders":"National Institute on Drug Abuse; National Institutes of Health; National Cancer Institute; National Center for Chronic Disease Prevention and Health Promotion; National Heart, Lung, and Blood Institute; Ontario Ministry of Health and Long-Term Care","keywords":"Medical imaging; Cancer; Pediatric cancer; Hematologic Neoplasms; Risk assessment; Radiation therapy; Radiation exposure","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004733947,0.000185004,0.000159654,0.0008045696,0.0002498895,0.000547424,0.0003761451,0.0002770812,0.002227382],"category_scores_gemma":[0.002983042,0.0001894513,0.0003627379,0.001328557,0.0003224593,0.0002692344,0.0003509981,0.0004975204,0.000174147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190016,"about_ca_system_score_gemma":0.00126961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0598307,"about_ca_topic_score_gemma":0.06349749,"domain_scores_codex":[0.9996194,0.00007389057,0.0000286926,0.0000794445,0.0001272325,0.00007125748],"domain_scores_gemma":[0.9974721,0.0003605694,0.001681849,0.00008295667,0.0002152032,0.0001873155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009734693,0.000004049001,0.9985729,0.000009369184,0.00001754772,0.00002856883,0.00002606155,0.00006263908,0.00002957642,0.0000303355,0.0001077474,0.001101345],"study_design_scores_gemma":[0.000001465688,0.00001347452,0.9983822,0.0000289551,0.00001980983,0.000348076,0.00006400446,0.0001392356,0.00006036362,0.000034125,0.000906466,0.000001824256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899414,0.003367717,0.0003993163,0.0005527993,0.00001334039,0.00001854911,0.003039523,0.00001594646,0.002651509],"genre_scores_gemma":[0.9965856,0.0015328,0.0003478027,0.00005083491,0.00001672047,0.000009267955,0.001168332,0.000004141638,0.0002844254],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0598307,"threshold_uncertainty_score":0.1189649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008031236208691589,"score_gpt":0.2993710972647022,"score_spread":0.2913398610560106,"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."}}