{"id":"W2127440769","doi":"10.1136/eb-2012-101037","title":"A small but real risk of cancer in children from undergoing CT","year":2012,"lang":"en","type":"letter","venue":"Evidence-Based Medicine","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Web of science; Medicine; Medical radiation; Nuclear medicine; Radiation exposure; Epidemiology; Internal medicine; Medical physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"not_applicable","genre":"commentary","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008247352,0.0004871699,0.001329644,0.0007238612,0.00004998649,0.00001091351,0.0003069531,0.0003359689,0.001781829],"category_scores_gemma":[0.001681103,0.0003798811,0.0002036458,0.0004872373,0.0002721836,0.0001957132,0.00004161542,0.00215941,0.00003277333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004589733,"about_ca_system_score_gemma":0.001211619,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07151593,"about_ca_topic_score_gemma":0.0007397698,"domain_scores_codex":[0.996547,0.0003174507,0.001000144,0.0006211096,0.000906224,0.0006080738],"domain_scores_gemma":[0.9959698,0.002010856,0.0008555607,0.0008234432,0.0001325041,0.0002078296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000133147,0.00004192058,0.7917311,0.0003998124,0.0003237628,0.0001930475,0.0002117153,0.00004153368,0.000399794,0.000001031508,0.1917445,0.01477858],"study_design_scores_gemma":[0.006260372,0.0004133704,0.9214439,0.03645746,0.002859549,0.00003449507,0.00008238018,0.000460808,0.002257005,0.00005885925,0.02911635,0.0005554926],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3828553,0.04338701,0.000171663,0.5708983,0.0008306173,0.001005022,0.0001612981,0.0000837833,0.0006070359],"genre_scores_gemma":[0.4902851,0.03419719,0.0005030682,0.4435233,0.02855777,0.0001453064,0.001063331,0.0001814613,0.001543449],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1626282,"threshold_uncertainty_score":0.9998653,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04755057493902957,"score_gpt":0.3045844630746922,"score_spread":0.2570338881356626,"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."}}