{"id":"W7007871444","doi":"","title":"AMR Surveillance and Discovery Using Functional Metagenomics in Ontario Wastewater","year":2025,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metagenomics; Resistome; Antibiotic resistance; Fosmid; Transposon mutagenesis; Wastewater; Drug resistance; Ertapenem","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":[0.0004690646,0.000437403,0.0006708024,0.001346713,0.001350791,0.001449691,0.0004679566,0.0006433213,0.0005820034],"category_scores_gemma":[0.0006131194,0.0002504813,0.0006414405,0.002284332,0.0004421224,0.0004321167,0.0008431182,0.0004075275,0.0002545364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004171405,"about_ca_system_score_gemma":0.005236255,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2883873,"about_ca_topic_score_gemma":0.3747122,"domain_scores_codex":[0.9991351,0.00006511721,0.00003700605,0.0001975879,0.0003867448,0.0001784454],"domain_scores_gemma":[0.9996885,0.00002827198,0.00005061576,0.00001493502,0.0001719696,0.00004574],"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":[0.0005968129,0.0001999654,0.1491761,0.0004768115,0.00008824399,0.0007931356,0.00287746,0.002099851,0.7879333,0.000428992,0.0004332839,0.05489602],"study_design_scores_gemma":[0.00004491295,0.001045232,0.760738,0.0001196804,0.0002335182,0.000695113,0.009792029,0.013033,0.1888885,0.0007989654,0.02447212,0.0001389591],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916655,0.0003974064,0.002664489,0.0002048869,0.000009575726,0.0001207819,0.002438813,0.00004958211,0.00244891],"genre_scores_gemma":[0.9839979,0.001058902,0.007639649,0.0001236731,0.000008804543,0.00009835596,0.002641052,0.00003075521,0.004400981],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7116127,"threshold_uncertainty_score":0.5734173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03035432771576616,"score_gpt":0.2263915929098917,"score_spread":0.1960372651941255,"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."}}