{"id":"W4313454501","doi":"10.1007/s00247-022-05562-w","title":"Local reference and achievable dose levels for vascular and enterostomy access procedures in pediatric interventional radiology","year":2023,"lang":"en","type":"article","venue":"Pediatric Radiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Medicine; Interventional radiology; Percentile; Neuroradiology; Confidence interval; Catheter; Central line; Gastrostomy; Nuclear medicine; Radiology; Surgery; Medical physics; 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":[0.0006382516,0.0001920098,0.000466801,0.0007686169,0.00009445131,0.00003023137,0.0001448609,0.0001893536,0.00004173115],"category_scores_gemma":[0.000510336,0.0001747673,0.00007642654,0.0005482648,0.0001178043,0.0002199754,0.0001304883,0.0002486324,0.00001239692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005177947,"about_ca_system_score_gemma":0.0001737739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003249245,"about_ca_topic_score_gemma":0.00002115948,"domain_scores_codex":[0.9983061,0.0001116594,0.0004476005,0.000528085,0.0001142683,0.0004923046],"domain_scores_gemma":[0.9991147,0.0003989737,0.0001254778,0.000165359,0.00004996881,0.0001455375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000192184,0.00007786696,0.9863141,0.0006376432,0.00004668626,0.00003404282,0.0001912161,0.0001256404,0.00007486904,0.0003013534,0.00871798,0.003286374],"study_design_scores_gemma":[0.003760164,0.000391206,0.9894605,0.00001215908,0.0001583769,0.0003239994,0.00005128174,0.003551503,0.00001460649,0.0007459402,0.001352336,0.0001779624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901936,0.006034842,0.001679872,0.001084062,0.0001733117,0.0006253304,0.00002833627,0.00007973044,0.0001008994],"genre_scores_gemma":[0.9917391,0.006592595,0.0002075167,0.0003170288,0.0006580619,0.0001774049,0.000100109,0.00002370243,0.0001845169],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007365644,"threshold_uncertainty_score":0.7126804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04413260895253242,"score_gpt":0.3378656244030031,"score_spread":0.2937330154504707,"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."}}