{"id":"W4409175390","doi":"10.1177/08465371251327143","title":"Enhancing Environmental Sustainability in Diagnostic Radiology: Focus on CT, MRI, and Nuclear Medicine","year":2025,"lang":"en","type":"review","venue":"Canadian Association of Radiologists Journal","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University of Toronto; University Health Network; Women's College Hospital; Queen's University; University of Saskatchewan","funders":"","keywords":"Medicine; Sustainability; Environmental economics","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":[],"consensus_categories":[],"category_scores_codex":[0.004487969,0.0009928448,0.0006135795,0.001750614,0.001106414,0.005314435,0.001209894,0.002691399,0.006537574],"category_scores_gemma":[0.004496074,0.0002899858,0.0006661428,0.002077734,0.00314155,0.006290575,0.004609391,0.002937167,0.001352647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002924003,"about_ca_system_score_gemma":0.005297127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003482233,"about_ca_topic_score_gemma":0.006193011,"domain_scores_codex":[0.9978684,0.0007438238,0.00007355364,0.000259712,0.0007755232,0.0002790651],"domain_scores_gemma":[0.9939028,0.002505586,0.0004823195,0.0002533255,0.002180969,0.000674999],"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":[0.00005649831,0.000137119,0.004759268,0.005587521,0.00009422568,0.0005781802,0.001125824,0.004233162,0.007142535,0.1955898,0.08699889,0.6936969],"study_design_scores_gemma":[0.000005632751,0.00009277095,0.002666142,0.003178928,0.00004688852,0.0005599712,0.002505686,0.001457815,0.003901145,0.07019727,0.9153298,0.00005797905],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01783244,0.5949917,0.05326097,0.2387258,0.005027755,0.000116528,0.0002902194,0.0004968178,0.08925764],"genre_scores_gemma":[0.220549,0.681674,0.04082771,0.02910701,0.00514214,0.0001783644,0.0004405832,0.0003865418,0.02169468],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006537574,"threshold_uncertainty_score":0.02373499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00952670292718199,"score_gpt":0.2846497018679387,"score_spread":0.2751229989407567,"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."}}