{"id":"W2087676398","doi":"10.3346/jkms.2013.28.4.495","title":"Reduced Radiation Dose in Diagnostic Radiology","year":2013,"lang":"en","type":"editorial","venue":"Journal of Korean Medical Science","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Radiological weapon; Radiography; Medical radiation; Medical physics; Radiation exposure; Medical imaging; Medical prescription; Radiation protection; Collective dose; Radiology; Nuclear medicine; Nursing","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.004641032,0.0001856062,0.0007066337,0.0008770622,0.00006932461,0.00006393867,0.0006928087,0.000487011,0.0005088741],"category_scores_gemma":[0.1411335,0.0001313739,0.0001257514,0.000841163,0.0007175831,0.0004581228,0.0000629913,0.001918769,0.00004982048],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005851903,"about_ca_system_score_gemma":0.007427489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007131854,"about_ca_topic_score_gemma":0.000004089452,"domain_scores_codex":[0.9946328,0.0001313377,0.001159794,0.0002971909,0.003338069,0.0004407575],"domain_scores_gemma":[0.9940848,0.003278536,0.0008983138,0.0002552392,0.0005056799,0.0009774033],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004124414,0.00009614815,0.0009807574,0.00003014225,0.00001625896,0.0004673555,0.0001771128,0.000005075792,0.0004371792,0.0000145632,0.9150202,0.08271401],"study_design_scores_gemma":[0.006004063,0.001191584,0.04291169,0.002350306,0.0001683395,0.001314636,0.0001044332,0.001747591,0.0006050606,0.0003808183,0.9428328,0.0003886647],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.09752997,0.002203454,0.0001055375,0.009117586,0.8889687,0.0003378789,0.000003938849,0.00001619048,0.001716763],"genre_scores_gemma":[0.1198752,0.005850362,0.0003619545,0.000738749,0.8728697,0.000007267309,0.00002321715,0.00002550715,0.0002480252],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1364925,"threshold_uncertainty_score":0.9981995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00947314509225618,"score_gpt":0.3192114078186416,"score_spread":0.3097382627263854,"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."}}