{"id":"W4408043095","doi":"10.1177/08465371251323107","title":"Environmental Sustainability and Cancer Imaging","year":2025,"lang":"en","type":"review","venue":"Canadian Association of Radiologists Journal","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Ottawa; University of Toronto; University of Calgary; University of Alberta","funders":"","keywords":"Medicine; Sustainability; Health care; Software deployment; Environmental resource management; Environmental science; Computer science","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":[0.001187345,0.000806929,0.001049032,0.002627629,0.000617947,0.002322057,0.0009741515,0.002407034,0.006413999],"category_scores_gemma":[0.002358743,0.0003313367,0.0008151908,0.003427403,0.001395972,0.002040895,0.00110936,0.001683004,0.001490095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002661681,"about_ca_system_score_gemma":0.003531412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01137306,"about_ca_topic_score_gemma":0.01402728,"domain_scores_codex":[0.9991636,0.0002028667,0.00006199179,0.00009943829,0.0003869543,0.0000851146],"domain_scores_gemma":[0.9986125,0.0007596731,0.0001452483,0.00005036089,0.0003807479,0.00005151462],"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":[0.00004405575,0.00004980529,0.0004550439,0.02857525,0.0001415967,0.0002291482,0.0002049297,0.001112545,0.001293286,0.0344584,0.05906473,0.8743712],"study_design_scores_gemma":[0.000003705501,0.0000226306,0.000662138,0.004353962,0.00004741721,0.0005543652,0.0001018333,0.00006919498,0.0005180789,0.003966571,0.9896839,0.00001622067],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001311989,0.9950406,0.0001824607,0.0007803051,0.0002402861,0.000004638738,0.00002184515,0.00000796748,0.003590821],"genre_scores_gemma":[0.002537311,0.9955462,0.0002499992,0.0004587063,0.0001871911,0.00000714115,0.00003063608,0.0000050628,0.0009776863],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01137306,"threshold_uncertainty_score":0.02261376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01118445614741988,"score_gpt":0.3141972494520255,"score_spread":0.3030127933046056,"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."}}