{"id":"W4415996743","doi":"10.57041/a1xd1377","title":"Heavy Metal Contamination in Vegetable Grown with Wastewater in Peri Urban Areas of Multan City, Pakistan: A Health Risk Assessment","year":2024,"lang":"","type":"article","venue":"Pakistan Journal of Science","topic":"Heavy metals in environment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"Government College University, Lahore","keywords":"Hazard quotient; Health risk assessment; Wastewater; Contamination; Irrigation; Cadmium; Tube well; Health risk; Risk assessment","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01798481,0.0005592107,0.001170111,0.001101329,0.0003579041,0.0003960634,0.001347827,0.0001236177,0.0009817355],"category_scores_gemma":[0.0001428523,0.0004397864,0.0002075813,0.003342098,0.004744008,0.002962664,0.0004350267,0.001393803,0.00002825076],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006434541,"about_ca_system_score_gemma":0.001395091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00109356,"about_ca_topic_score_gemma":0.0007855814,"domain_scores_codex":[0.9900765,0.0007756734,0.002944499,0.00108555,0.003753489,0.001364257],"domain_scores_gemma":[0.9967899,0.0002993394,0.001465729,0.0006269709,0.00009432001,0.000723728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005578399,0.002738905,0.8505079,0.0006577554,0.0001337616,0.001057099,0.03547344,0.02510131,0.05476297,0.00125997,0.00004267441,0.02770641],"study_design_scores_gemma":[0.002511904,0.004377482,0.9284173,0.003319163,0.0001281847,0.0004225846,0.01138776,0.02161237,0.02399214,0.0005823686,0.002435619,0.000813143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899243,0.003107267,0.003381491,0.0007771438,0.0007859953,0.0007880632,0.00005917718,0.000009845403,0.001166712],"genre_scores_gemma":[0.9910555,0.001216993,0.007337525,0.00006593711,0.00006367685,0.0000138374,0.000001267205,0.0000416961,0.0002035545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07790941,"threshold_uncertainty_score":0.9999315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01291679199702754,"score_gpt":0.3071831782828672,"score_spread":0.2942663862858397,"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."}}