{"id":"W6901778872","doi":"10.60787/tnhj.v23i3.713","title":"Heavy Metal Exposure and Renal Impairment: A Systematic Review of Observational Studies","year":2023,"lang":"en","type":"article","venue":"Afrischolar Discovery","topic":"Heavy Metal Exposure and Toxicity","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Heavy metals; Kidney disease; Public health; Systematic review; Human studies; Kidney","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0180082,0.001686953,0.01004227,0.009760749,0.0008904714,0.002471096,0.002501299,0.001967591,0.003928089],"category_scores_gemma":[0.07332814,0.001327658,0.01218212,0.01487618,0.0009262497,0.001812994,0.001808288,0.00129037,0.0003001227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003565427,"about_ca_system_score_gemma":0.01138486,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01060305,"about_ca_topic_score_gemma":0.02635599,"domain_scores_codex":[0.9783578,0.007938468,0.009099633,0.001516024,0.002564534,0.0005234716],"domain_scores_gemma":[0.9292195,0.04932586,0.01371777,0.001442609,0.005823511,0.0004708563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002902317,0.00001950112,0.004615092,0.9463826,0.03744883,0.000156575,0.0001788361,0.000107438,0.0001106636,0.00009656337,0.0008638418,0.009729772],"study_design_scores_gemma":[0.0005126685,0.0003435189,0.02138983,0.6335227,0.3324845,0.0005954258,0.0004371869,0.0001533605,0.0002219328,0.0003348159,0.009942653,0.00006140393],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003117777,0.9946582,0.0003007597,0.0002698158,0.00009587671,0.0004298039,0.0009322207,0.000008702372,0.000186791],"genre_scores_gemma":[0.05004111,0.9449236,0.001500093,0.0007947797,0.0001474801,0.001540223,0.0009213133,0.00000956749,0.000121778],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0180082,"threshold_uncertainty_score":0.09523761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04803082540515168,"score_gpt":0.2983796114606659,"score_spread":0.2503487860555142,"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."}}