{"id":"W4407858891","doi":"10.1111/1754-9485.13842","title":"Sustainability in Radiology: Position Paper and Call to Action From <scp>ACR</scp>, <scp>AOSR</scp>, <scp>ASR</scp>, <scp>CAR</scp>, <scp>CIR</scp>, <scp>ESR</scp>, <scp>ESRNM</scp>, <scp>ISR</scp>, <scp>IS3R</scp>, <scp>RANZCR</scp>, and <scp>RSNA</scp>","year":2025,"lang":"en","type":"article","venue":"Journal of Medical Imaging and Radiation Oncology","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto; University Health Network; University of British Columbia","funders":"","keywords":"Health care; Government (linguistics); Business; Sustainability; Medicine; Marketing; Economic growth; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","research_integrity"],"category_scores_codex":[0.02334347,0.008475314,0.01214549,0.007734397,0.006491592,0.003924032,0.007424251,0.01005713,0.00022656],"category_scores_gemma":[0.1679963,0.008554799,0.00317943,0.01028661,0.007539321,0.009422706,0.005395552,0.01631043,0.001183817],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01198945,"about_ca_system_score_gemma":0.006539021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005912889,"about_ca_topic_score_gemma":0.00356465,"domain_scores_codex":[0.9409436,0.009341407,0.01343556,0.01039006,0.01023155,0.01565786],"domain_scores_gemma":[0.8670789,0.1003922,0.01057868,0.005300567,0.003224675,0.01342501],"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":[0.00009336895,0.006160444,0.1255533,0.003053514,0.002490743,0.004334032,0.04395154,0.003927886,0.01693103,0.0008296618,0.7767895,0.015885],"study_design_scores_gemma":[0.0212188,0.004707545,0.1559404,0.002574702,0.003035565,0.005423892,0.09969933,0.01185742,0.005136439,0.008382447,0.6814234,0.0006000957],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9024729,0.03719493,0.004130357,0.006736855,0.01105941,0.008902109,0.002176822,0.001795563,0.02553109],"genre_scores_gemma":[0.7527624,0.1072541,0.007480291,0.05041908,0.01899802,0.003450129,0.005200149,0.003410121,0.05102572],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1497104,"threshold_uncertainty_score":0.9995939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0161368121823026,"score_gpt":0.3268404018553917,"score_spread":0.3107035896730891,"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."}}