{"id":"W2113093883","doi":"10.1002/pbc.22575","title":"Imaging in pediatric patients: Time to think again about surveillance","year":2010,"lang":"en","type":"article","venue":"Pediatric Blood & Cancer","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hospital for Sick Children","funders":"Society for Pediatric Radiology","keywords":"Medicine; Pediatrics; Medical physics; Medical emergency; Intensive care 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004093884,0.0002426543,0.0003567044,0.0005491357,0.00007483603,0.00005338437,0.0002001966,0.00008568897,0.001124206],"category_scores_gemma":[0.0004355081,0.0002338038,0.00009180547,0.001172243,0.00001977451,0.0002356779,0.00006776681,0.0005122569,0.0006816117],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006438483,"about_ca_system_score_gemma":0.0003060574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002180521,"about_ca_topic_score_gemma":0.00008732319,"domain_scores_codex":[0.9979633,0.00004314267,0.0005134398,0.0004995842,0.0004349149,0.0005455922],"domain_scores_gemma":[0.9988499,0.0001056231,0.0001691007,0.0003993988,0.0001739946,0.0003019553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000289538,0.0001979708,0.9717168,0.00006569616,0.000009438136,0.00001744071,0.0002883399,0.00002318098,0.0002720405,0.000002643373,0.01431863,0.01305886],"study_design_scores_gemma":[0.00250699,0.00004732397,0.9910002,0.00001377095,0.0001581609,0.000004814981,0.000008201101,0.0002667418,0.0001360067,0.00001173709,0.005544033,0.0003020713],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902417,0.002658842,0.00001619669,0.001790784,0.0007512132,0.0005379996,0.00003583932,0.0001267254,0.003840683],"genre_scores_gemma":[0.9900805,0.001053764,0.0004766599,0.00284661,0.004216619,0.0000848372,0.00003744278,0.00006086366,0.001142694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01928334,"threshold_uncertainty_score":0.9997889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003826303603798869,"score_gpt":0.2424117377461859,"score_spread":0.238585434142387,"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."}}