{"id":"W4294316916","doi":"10.1371/journal.pone.0272806","title":"Fish as sentinels of antimicrobial resistant bacteria, epidemic carbapenemase genes, and antibiotics in surface water","year":2022,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Centers for Disease Control and Prevention","keywords":"Resistome; Biology; Antibiotic resistance; Microbiology; Antibiotics; Antimicrobial; Sulfamethoxazole; Integron","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000432407,0.0003049178,0.0001738694,0.0005588598,0.0005279067,0.000423622,0.0002084859,0.0004194257,0.001194237],"category_scores_gemma":[0.0004154385,0.0002749174,0.0001915187,0.0003865976,0.0004902743,0.0004281727,0.0003769622,0.0002295522,0.0002582451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005606755,"about_ca_system_score_gemma":0.0004018776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006717397,"about_ca_topic_score_gemma":0.01736221,"domain_scores_codex":[0.9996676,0.00005846377,0.0000239368,0.00009818441,0.00008563976,0.00006612807],"domain_scores_gemma":[0.9995378,0.00007306952,0.0001932609,0.0000283349,0.00008590248,0.00008165414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004348026,0.0001056414,0.8189312,0.00005915873,0.00002271406,0.0002655787,0.0006718831,0.0001536102,0.1739087,0.00005669422,0.00007921486,0.005310846],"study_design_scores_gemma":[0.00001755054,0.001684439,0.9710431,0.00001552183,0.0000503284,0.0004808948,0.001959618,0.0004568444,0.02346092,0.0000640028,0.0007447001,0.00002211966],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996039,0.00002257413,0.0001066714,0.00001097053,0.00000141592,0.00001227229,0.00006035667,0.000002512143,0.000179194],"genre_scores_gemma":[0.9981599,0.00006255844,0.0008553466,0.00003816547,0.000003194803,0.00002707413,0.000116442,0.000001664008,0.0007356351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006717397,"threshold_uncertainty_score":0.01335657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03439782936213528,"score_gpt":0.2389648397467979,"score_spread":0.2045670103846626,"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."}}