{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002540143,0.0008706768,0.001669443,0.001976145,0.0006308925,0.002225405,0.001292182,0.004158423,0.005339155],"category_scores_gemma":[0.00574621,0.000393064,0.0009481356,0.002510004,0.001692846,0.003258057,0.001318185,0.004427632,0.002001054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002051838,"about_ca_system_score_gemma":0.005204021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004768428,"about_ca_topic_score_gemma":0.009529063,"domain_scores_codex":[0.9989064,0.0003506499,0.0001354229,0.00009524306,0.0004125708,0.00009968021],"domain_scores_gemma":[0.9961805,0.002486674,0.0003147542,0.00007754339,0.0007326543,0.0002078794],"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":[0.00006097023,0.00004014796,0.0002055415,0.03678717,0.0002012318,0.0001129588,0.0001888328,0.0002529943,0.0003526407,0.01181061,0.1249589,0.8250281],"study_design_scores_gemma":[0.00001952787,0.00003578142,0.0007847553,0.02641112,0.0001294068,0.0006886619,0.0002401304,0.00004129491,0.00007548994,0.007015845,0.9645336,0.00002449804],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001974442,0.9963968,0.00004735482,0.002697415,0.000385043,0.000001788258,0.000008136793,0.000004522597,0.0004391938],"genre_scores_gemma":[0.0003196116,0.9978115,0.00009938993,0.001181446,0.0003908605,0.000004013988,0.00001124536,0.000001669005,0.0001803086],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005339155,"threshold_uncertainty_score":0.01786125,"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."}}