{"id":"W7117722701","doi":"10.26434/chemrxiv-2025-zfgp3-v2","title":"Metagenomic assessment of full-scale wastewater treatment plants identifies sentinel antibiotic resistance gene families for monitoring reclaimed wastewater and treated sludge.","year":2025,"lang":"","type":"article","venue":"ChemRxiv","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency","funders":"","keywords":"Metagenomics; Effluent; Wastewater; Resistome; Sewage treatment; Antibiotic resistance","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":[0.0006249606,0.000597893,0.0006818937,0.001021566,0.0003208649,0.001129605,0.0002492515,0.000690759,0.000379058],"category_scores_gemma":[0.0004656614,0.0001722709,0.0005992976,0.0008591937,0.0002326267,0.0004719394,0.0006526256,0.0003388667,0.0002036703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003295945,"about_ca_system_score_gemma":0.0004254658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001460001,"about_ca_topic_score_gemma":0.002023456,"domain_scores_codex":[0.9993912,0.00008498465,0.00003597996,0.0002830848,0.0001402141,0.00006448807],"domain_scores_gemma":[0.9997011,0.00005514201,0.00008028832,0.00003332586,0.00009881821,0.00003135018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001667698,0.00007877543,0.0380613,0.0001551619,0.0001100503,0.00005099418,0.0002284324,0.0004880964,0.9446809,0.00008739936,0.00006559363,0.01582654],"study_design_scores_gemma":[0.00002573331,0.001610482,0.6699892,0.00009161516,0.0004483289,0.0005207348,0.001738195,0.007020539,0.3113388,0.000723366,0.006438744,0.00005433727],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886661,0.0007765839,0.006938444,0.00006042752,0.0000109116,0.00006703429,0.002528209,0.00008283356,0.0008695665],"genre_scores_gemma":[0.98331,0.0008622833,0.0112889,0.0001186245,0.000009189265,0.00009222738,0.003394179,0.00003913344,0.0008854719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001460001,"threshold_uncertainty_score":0.003305137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02955372528385738,"score_gpt":0.2983596378742995,"score_spread":0.2688059125904422,"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."}}