{"id":"W4366238473","doi":"10.1148/radiol.230229","title":"Climate Change and Radiology: Impetus for Change and a Toolkit for Action","year":2023,"lang":"en","type":"review","venue":"Radiology","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia","funders":"","keywords":"Medicine; Climate change; Incentive; Health care; Equity (law); Action (physics); Call to action; Technological change; Public relations; Business; Political science; Marketing; 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":[0.005556656,0.001193981,0.002019282,0.002740122,0.0009181875,0.00430213,0.001567409,0.004344372,0.00603241],"category_scores_gemma":[0.008232173,0.0006087274,0.001767339,0.00277265,0.00236544,0.006573404,0.003333255,0.007019283,0.001948696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00325777,"about_ca_system_score_gemma":0.008453772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003400203,"about_ca_topic_score_gemma":0.006182337,"domain_scores_codex":[0.996944,0.001254219,0.0003781497,0.0002037238,0.001000531,0.0002193524],"domain_scores_gemma":[0.9916028,0.006159861,0.0006132488,0.0001936353,0.001094019,0.0003363785],"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":[0.00004888141,0.00007200214,0.0001789748,0.0418356,0.000205277,0.0001816231,0.0007169941,0.0006191297,0.0004690153,0.05243608,0.1182048,0.7850317],"study_design_scores_gemma":[0.000006269385,0.00002779452,0.0002280854,0.01424093,0.00005468685,0.000246692,0.0002807953,0.0000429037,0.00007806577,0.006562507,0.9782124,0.00001886615],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005590273,0.985943,0.0003574168,0.009342698,0.001840065,0.00001724327,0.00001666939,0.00001992148,0.002407043],"genre_scores_gemma":[0.001210345,0.991581,0.00082775,0.004217266,0.000962079,0.00003456898,0.00003444797,0.000009907429,0.001122675],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00603241,"threshold_uncertainty_score":0.02938676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4693962863401386,"score_gpt":0.4479867734298983,"score_spread":0.02140951291024035,"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."}}