{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007218946,0.0003904353,0.00145483,0.0001394799,0.0002585766,0.00002134279,0.0001526395,0.0006524803,0.0000751823],"category_scores_gemma":[0.0001401796,0.0003215719,0.0001622779,0.0001491993,0.0002124353,0.0001463335,0.0002078824,0.0001974359,0.00008833435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002129483,"about_ca_system_score_gemma":0.00001336729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008096968,"about_ca_topic_score_gemma":0.0002595405,"domain_scores_codex":[0.9977397,0.0001242925,0.0004314459,0.0007003883,0.00005980887,0.0009443556],"domain_scores_gemma":[0.9983853,0.0008027994,0.0003214212,0.0002408524,0.000007125108,0.0002425675],"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":[0.00003767574,0.00001092814,0.0001508204,0.01187068,0.00002704817,0.000005588781,0.0003613138,1.788658e-8,0.000002430514,0.0001463258,0.005054869,0.9823323],"study_design_scores_gemma":[0.0005172385,0.000651558,0.0009243197,0.001054231,0.0003240267,0.0005335631,0.00003843954,0.00006430731,2.023541e-7,0.0004414899,0.9951019,0.0003487736],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006682904,0.9913222,0.00001935352,0.00072768,0.0008612592,0.005225335,0.001015773,0.00009605812,0.0000640519],"genre_scores_gemma":[0.00001367136,0.9914984,0.0002222095,0.0007356954,0.001446258,0.005438744,0.0004720937,0.00008008708,0.00009286067],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.990047,"threshold_uncertainty_score":0.9999236,"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."}}