{"id":"W4395036936","doi":"10.1148/radiol.240219","title":"Planetary Health and Radiology: Why We Should Care and What We Can Do","year":2024,"lang":"en","type":"review","venue":"Radiology","topic":"Climate Change and Health Impacts","field":"Environmental Science","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Health care; Radiology; MEDLINE; Medical physics","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":[0.0003013464,0.0004909943,0.001789212,0.0001421789,0.0001734766,0.00008154264,0.0002156864,0.0006257934,0.0003685839],"category_scores_gemma":[0.0000215571,0.0003579439,0.0001019223,0.0001638346,0.000423088,0.0001275256,0.0002861985,0.000713875,0.0001790566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004352966,"about_ca_system_score_gemma":0.0001270973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003679503,"about_ca_topic_score_gemma":0.0008944667,"domain_scores_codex":[0.9973667,0.0003903603,0.0004990979,0.0008392131,0.0001099463,0.0007947102],"domain_scores_gemma":[0.9985723,0.0002477889,0.0001932669,0.0003451316,0.000002673437,0.0006387709],"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":[0.000005071687,0.000004557975,0.00011356,0.01413205,0.00003062329,0.00008127307,0.002918617,3.462493e-7,1.064002e-7,0.00002593017,0.1024644,0.8802235],"study_design_scores_gemma":[0.0001218289,0.0004785553,0.0000264917,0.00520945,0.0001788312,0.002923521,0.0009487588,0.000003515777,1.556881e-8,0.000216132,0.9895915,0.0003014478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001070421,0.9887745,5.557627e-7,0.008961892,0.0008788588,0.0007653484,0.0002340347,0.0000545188,0.0002232444],"genre_scores_gemma":[0.00001865029,0.9947103,0.00006989141,0.004086186,0.0003788326,0.00005285158,0.0005552624,0.0000507996,0.00007723348],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.887127,"threshold_uncertainty_score":0.9998872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1382528283992452,"score_gpt":0.3810041596840829,"score_spread":0.2427513312848377,"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."}}