{"id":"W4411022843","doi":"10.1067/j.cpradiol.2025.06.009","title":"Data governance in radiology part II: Innovative opportunities for research, education, and clinical practice in radiology","year":2025,"lang":"en","type":"review","venue":"Current Problems in Diagnostic Radiology","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Radiology; Clinical Practice; Corporate governance; Clinical governance; Medical education; Medical physics; Family medicine; Management; Health care","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":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01077256,0.0005697355,0.003535134,0.00158336,0.0001191837,0.0000299834,0.0009767016,0.0008664061,0.00002714844],"category_scores_gemma":[0.1822319,0.0005229313,0.0001255135,0.001770603,0.001129044,0.0004370176,0.0007971469,0.003052579,0.000006825782],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006685387,"about_ca_system_score_gemma":0.008470509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008583146,"about_ca_topic_score_gemma":0.0001603429,"domain_scores_codex":[0.989458,0.003866792,0.003570178,0.0017625,0.0002283466,0.001114143],"domain_scores_gemma":[0.9278472,0.06846938,0.00133234,0.001585191,0.0005451076,0.0002208037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004826739,0.0009927204,0.005695131,0.008167882,0.0001324762,0.00007488246,0.0002261787,0.000004842821,2.505777e-8,0.00829119,0.08340327,0.8929631],"study_design_scores_gemma":[0.001944277,0.0005074437,0.001882176,0.02683095,0.0002554558,0.000811985,0.0002313289,0.00007810412,3.340453e-8,0.001347226,0.9657364,0.0003745898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001430268,0.9853132,0.00005245039,0.003989195,0.003496091,0.005276459,0.0004039535,0.00002445416,0.001301183],"genre_scores_gemma":[0.000124497,0.9903432,0.0005232553,0.0005878091,0.001028424,0.002989613,0.004013163,0.00005094238,0.0003391709],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8925886,"threshold_uncertainty_score":0.9997222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4132951006011524,"score_gpt":0.5524691653108199,"score_spread":0.1391740647096675,"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."}}