{"id":"W4411089189","doi":"10.1067/j.cpradiol.2025.06.004","title":"Data governance in radiology Part I: Overview of data management approaches to radiology","year":2025,"lang":"en","type":"review","venue":"Current Problems in Diagnostic Radiology","topic":"Data Quality and Management","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Radiology; Interventional radiology; Medical physics; Corporate governance; Management","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007710189,0.001130632,0.002212101,0.007659312,0.0006347371,0.004518967,0.001715768,0.002849415,0.003283927],"category_scores_gemma":[0.01160369,0.000739973,0.001234772,0.0132767,0.002777556,0.006486745,0.001984647,0.003898561,0.001106707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005092121,"about_ca_system_score_gemma":0.009963423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006515109,"about_ca_topic_score_gemma":0.00938088,"domain_scores_codex":[0.9966829,0.001262012,0.0006398495,0.0003493824,0.0008892627,0.0001765311],"domain_scores_gemma":[0.9838613,0.01194039,0.001693196,0.0003116814,0.001817696,0.0003757484],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005883404,0.0001086706,0.0005089903,0.06646525,0.0002104765,0.0001103408,0.0002431513,0.0009859893,0.0004332522,0.03934005,0.04450471,0.8470302],"study_design_scores_gemma":[0.00002477401,0.0001040273,0.001967611,0.06639677,0.0002600671,0.0005156964,0.0002880965,0.0004793092,0.0002717787,0.01698115,0.9126588,0.00005202776],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000343326,0.9976918,0.0003048569,0.001260318,0.0002189437,0.00000748081,0.00001058891,0.000004427852,0.0004673396],"genre_scores_gemma":[0.0004339879,0.9975223,0.0006475088,0.0007694192,0.0004824656,0.00001189938,0.0000164546,0.000001930754,0.0001139916],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9922898,"threshold_uncertainty_score":0.04077584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7829499519654881,"score_gpt":0.5159219243327299,"score_spread":0.2670280276327582,"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."}}