{"id":"W7118449074","doi":"10.52783/pst.3039","title":"Long-Term Occupational Exposure to Heavy Metals (Lead, Mercury, Aluminum) and Risk of Dementia: A Systematic Review and Meta-Analysis","year":2024,"lang":"","type":"article","venue":"Power System Technology","topic":"Heavy Metal Exposure and Toxicity","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dementia; Observational study; Heavy metals; Occupational exposure; Epidemiology; Incidence (geometry); Relative risk; Exposure assessment","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003972021,0.0007497975,0.005316881,0.001009764,0.0002232864,0.0001346033,0.0006670464,0.0005463558,0.001391997],"category_scores_gemma":[0.0004083004,0.0005617446,0.001194826,0.00353783,0.0006213245,0.000326761,0.0008218359,0.0004564717,0.0003668093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001587471,"about_ca_system_score_gemma":0.00005287033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001942583,"about_ca_topic_score_gemma":0.0003204782,"domain_scores_codex":[0.9933967,0.0009446496,0.002536775,0.001557907,0.0009051069,0.0006588765],"domain_scores_gemma":[0.9969758,0.0003438905,0.0007855657,0.001482524,0.00009774472,0.0003144177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00004152765,0.0003100593,0.03663517,0.4435993,0.5126917,0.000232868,0.0008175296,0.00002894452,0.001100973,0.003899611,0.0002729621,0.0003693594],"study_design_scores_gemma":[0.0001870089,0.0006729221,0.006550592,0.004618488,0.9840508,0.0003677424,0.0003062698,0.0001650602,0.002255791,0.00005907366,0.00007655736,0.0006897066],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1346409,0.8448136,0.01228895,0.001794413,0.0003067446,0.004871827,0.0008459732,0.0002327219,0.0002048688],"genre_scores_gemma":[0.9918534,0.006213321,0.0008060027,0.0001693129,0.0000119952,0.0005701098,0.00000746748,0.00004397568,0.0003243716],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8572125,"threshold_uncertainty_score":0.9996834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02153411426301022,"score_gpt":0.2793165204288937,"score_spread":0.2577824061658835,"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."}}