{"id":"W4323539333","doi":"10.1136/bmj-2022-072924","title":"Ionising radiation and cardiovascular disease: systematic review and meta-analysis","year":2023,"lang":"en","type":"review","venue":"BMJ","topic":"Radiation Dose and Imaging","field":"Medicine","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Cancer Epidemiology and Genetics, National Cancer Institute; National Cancer Institute; National Institutes of Health","keywords":"Medicine; Meta-analysis; Relative risk; Confidence interval; Confounding; Population; Disease; Absolute risk reduction; Internal medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"meta_analysis","genre":"review","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001581013,0.0002622137,0.006966404,0.0003378268,0.00006809247,0.00007128541,0.00005285694,0.00006444316,0.00004634109],"category_scores_gemma":[0.0007112779,0.0001699083,0.003136506,0.0008222438,0.00002106006,0.00007508575,0.00003373187,0.0001233881,0.00004913744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003726158,"about_ca_system_score_gemma":0.0001010252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008684788,"about_ca_topic_score_gemma":2.606475e-7,"domain_scores_codex":[0.997854,0.0004114873,0.0008409753,0.0003951007,0.0003720274,0.0001264054],"domain_scores_gemma":[0.9985189,0.0001566884,0.0003537581,0.0007598754,0.0000418366,0.0001689635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[1.537779e-7,0.000002259434,8.875641e-7,0.6804191,0.3070687,0.00002282477,0.000004949712,0.00000113261,6.570762e-10,0.000006715197,0.0006713083,0.01180191],"study_design_scores_gemma":[0.00004372988,0.000002611931,0.000007381881,0.04882849,0.8083129,0.00004611291,0.000002995715,0.00004999967,5.106942e-9,0.000002165095,0.1425779,0.0001257672],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[4.448443e-8,0.9955511,0.00007843816,0.0006555981,0.00002264279,0.003525233,0.00003420181,0.00004811184,0.00008461391],"genre_scores_gemma":[0.0000017901,0.9975044,0.00004200298,0.0003300511,0.00009049392,0.0005441895,0.0001922496,0.00003693566,0.001257884],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6315907,"threshold_uncertainty_score":0.6928661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.148824983129543,"score_gpt":0.4051935211026059,"score_spread":0.2563685379730629,"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."}}