{"id":"W4407959982","doi":"10.1148/radiol.250325","title":"Sustainability in Radiology: Position Paper and Call to Action from ACR, AOSR, ASR, CAR, CIR, ESR, ESRNM, ISR, IS3R, RANZCR, and RSNA","year":2025,"lang":"en","type":"review","venue":"Radiology","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto; University Health Network; University of British Columbia","funders":"","keywords":"Medicine; Health care; Sustainability; Call to action; Government (linguistics); Environmental resource management; Business; Economic growth; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008367555,0.0005841031,0.002018449,0.0002690975,0.0001926792,0.00003392711,0.0002855,0.001106521,0.0004796445],"category_scores_gemma":[0.0004909324,0.0005183779,0.0001462578,0.0004442715,0.0003537368,0.0002103792,0.0004160877,0.0007379069,0.00007048182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001740888,"about_ca_system_score_gemma":0.0001656788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004240108,"about_ca_topic_score_gemma":0.00356004,"domain_scores_codex":[0.995892,0.000968903,0.0008096442,0.001262911,0.0001487438,0.0009177694],"domain_scores_gemma":[0.9978161,0.0009616411,0.0002482006,0.0005692617,0.00002088141,0.0003838569],"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":[0.0001266266,0.00009766986,0.004155221,0.005092006,0.00004940043,0.00009935434,0.0008050103,0.000008201331,0.00005861787,0.00007934666,0.01363198,0.9757966],"study_design_scores_gemma":[0.0009583649,0.0003965372,0.03068766,0.001553057,0.0002557379,0.0003476266,0.0001569857,0.00002667473,0.000002144464,0.002046123,0.9628845,0.0006845222],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01913123,0.9736227,0.00005281048,0.003150593,0.0006111481,0.002417234,0.0002408118,0.0000633133,0.0007101427],"genre_scores_gemma":[0.001099991,0.9950866,0.0001722537,0.002501954,0.0002125962,0.0002833004,0.0003462589,0.00003699225,0.0002601306],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.975112,"threshold_uncertainty_score":0.9997268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04354625499287215,"score_gpt":0.3723578940867882,"score_spread":0.328811639093916,"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."}}