{"id":"W4413274694","doi":"10.1016/j.jmir.2025.102083","title":"A retrospective analysis of paediatric medical imaging utilisation in Ireland, 2019-2023","year":2025,"lang":"en","type":"article","venue":"Journal of medical imaging and radiation sciences","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004765717,0.00009494937,0.0004754902,0.002508868,0.00009274207,0.00005468614,0.0002034883,0.00006641578,0.0001931679],"category_scores_gemma":[0.004624946,0.00006929948,0.0001402892,0.003415114,0.0003925087,0.0004139145,0.00003713706,0.0003746727,0.000001025699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001006277,"about_ca_system_score_gemma":0.0008956295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001262728,"about_ca_topic_score_gemma":0.00001553921,"domain_scores_codex":[0.9967804,0.0001329156,0.0008418162,0.0001992223,0.001862349,0.0001833301],"domain_scores_gemma":[0.9986547,0.0004089248,0.0004407173,0.00008608961,0.0001840815,0.000225539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001758277,0.0000622177,0.8523788,0.00001608189,0.0001040439,0.00003618662,0.0003994125,0.00006405765,0.00004026566,0.0002841561,0.003244887,0.1433523],"study_design_scores_gemma":[0.001232782,0.0000248888,0.7323978,0.0002084576,0.0003337312,0.00006272915,0.001321247,0.2632237,0.0000397344,0.0002465552,0.0008550591,0.00005334578],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8747783,0.02251606,0.007205214,0.09244078,0.001007312,0.000127107,0.000003973098,0.00001499252,0.001906197],"genre_scores_gemma":[0.993532,0.004848514,0.0001431058,0.001196651,0.0002227642,0.000001044697,0.000003446784,0.000003022815,0.00004945252],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2631596,"threshold_uncertainty_score":0.5536826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009826240283501769,"score_gpt":0.3336740612546587,"score_spread":0.3238478209711569,"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."}}