{"id":"W3217594947","doi":"10.2196/33365","title":"Effective Treatment Strategies for the Removal of Antibiotic-Resistant Bacteria, Antibiotic-Resistance Genes, and Antibiotic Residues in the Effluent From Wastewater Treatment Plants Receiving Municipal, Hospital, and Domestic Wastewater: Protocol for a Systematic Review","year":2021,"lang":"en","type":"review","venue":"JMIR Research Protocols","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Effluent; Antibiotic resistance; Antibiotics; Sewage treatment; Medicine; Wastewater; Biotechnology; Waste management; Biology; Microbiology; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002662566,0.001050605,0.003158709,0.0001347621,0.0005294932,0.000530216,0.0009654814,0.0003095052,0.00003662033],"category_scores_gemma":[0.0003002055,0.0004972671,0.0004850471,0.0004329898,0.00102642,0.0003008831,0.0005579429,0.0004195824,0.00001460202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007840627,"about_ca_system_score_gemma":0.0001737081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003928467,"about_ca_topic_score_gemma":0.0002967008,"domain_scores_codex":[0.9920086,0.002880249,0.001572854,0.001390889,0.0009179586,0.001229403],"domain_scores_gemma":[0.9934539,0.004087888,0.0007183669,0.001435466,0.00003720779,0.0002671967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0007243904,0.003171706,0.0001085276,0.9402423,0.0007783086,0.000372214,0.001505909,0.000004870827,0.002818503,0.00006372285,0.0003816643,0.04982788],"study_design_scores_gemma":[0.003577147,0.004409796,0.0003238097,0.7693568,0.0006946719,0.0001033966,0.0008359345,0.0000412033,0.002805948,0.0000819364,0.2170126,0.0007568301],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0009207827,0.2483463,0.000001748718,0.0001957112,0.00001126801,0.7500222,0.0004364051,0.00001669874,0.00004888795],"genre_scores_gemma":[0.000218019,0.2855768,0.0003319802,0.00002399233,0.00005500467,0.7134566,0.00006176241,0.00008056879,0.0001953403],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.2166309,"threshold_uncertainty_score":0.9997479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1637125194650817,"score_gpt":0.4886770306800399,"score_spread":0.3249645112149582,"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."}}