{"id":"W4410721645","doi":"10.3390/genes16060625","title":"Impact of Heavy Metal and Resistance Genes on Antimicrobial Resistance: Ecological and Public Health Implications","year":2025,"lang":"en","type":"review","venue":"Genes","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Sistema Nacional de Investigadores; Secretaría de Investigación y Posgrado, Instituto Politécnico Nacional; Instituto Politécnico Nacional","keywords":"Resistome; Biology; Antibiotic resistance; Resistance (ecology); Bioremediation; Biocide; Biotechnology; Virulence; Biodiversity; Ecology; Gene; Mobile genetic elements; Genetics; Antibiotics; Genome; Medicine; Contamination","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":[0.000395057,0.0006771972,0.0009906301,0.00178906,0.0001869124,0.0009292977,0.0005346998,0.0009424188,0.004009158],"category_scores_gemma":[0.0006029044,0.0002063483,0.0006116874,0.001825261,0.000283405,0.0008114583,0.0004919563,0.000938386,0.001211873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004471447,"about_ca_system_score_gemma":0.001056372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001081049,"about_ca_topic_score_gemma":0.002195892,"domain_scores_codex":[0.9998079,0.00003184236,0.00002649965,0.00003320511,0.00007969618,0.00002084874],"domain_scores_gemma":[0.9996431,0.0001675556,0.00005564386,0.000008303559,0.0001030756,0.00002226025],"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":[0.00005451242,0.00005719525,0.0002691756,0.02894302,0.0001298552,0.0001740048,0.00006722218,0.0003746432,0.0036366,0.002975706,0.01808923,0.9452288],"study_design_scores_gemma":[0.00001052717,0.0001141407,0.001354039,0.006249564,0.0002117358,0.001122511,0.00008592962,0.000107057,0.001151679,0.00168888,0.9878846,0.00001924277],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002328857,0.9981514,0.0000996214,0.0002663491,0.0001200017,0.000003005986,0.00002781744,0.000006031315,0.001092886],"genre_scores_gemma":[0.0009503809,0.9981455,0.000138884,0.0001525559,0.00006314078,0.000003329601,0.00002815339,0.000001117792,0.0005169726],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004009158,"threshold_uncertainty_score":0.01341194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08311873870168594,"score_gpt":0.3797438371678482,"score_spread":0.2966250984661622,"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."}}