{"id":"W3044640691","doi":"10.1002/wer.1409","title":"Disinfection and antimicrobial processes","year":2020,"lang":"en","type":"review","venue":"Water Environment Research","topic":"Pharmaceutical and Antibiotic Environmental Impacts","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Antimicrobial; Microbiology; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005390933,0.0004559146,0.0007591846,0.00008142666,0.0003192968,0.0001340423,0.0003736963,0.0002420337,0.00387558],"category_scores_gemma":[0.00003511176,0.0002842294,0.0001311115,0.0002194515,0.0010645,0.0002382464,0.001958867,0.0008930896,0.01455085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004308147,"about_ca_system_score_gemma":0.00001673082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000441876,"about_ca_topic_score_gemma":0.000002184271,"domain_scores_codex":[0.9966181,0.0003559384,0.0003883091,0.0009662518,0.0007632626,0.0009081595],"domain_scores_gemma":[0.9990352,0.0001094727,0.00005557303,0.0003106151,0.000001667985,0.0004874691],"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":[0.00001007917,0.0002710339,0.0002162607,0.005945737,0.00005932905,0.0001064315,0.000152907,0.00000519955,0.001153315,0.000003869225,0.002002422,0.9900734],"study_design_scores_gemma":[0.0001310174,0.0001076041,0.00003918067,0.0007015611,0.0001163546,0.00007337317,0.000005624595,0.000006206375,0.001520511,0.00005450582,0.9968739,0.0003701357],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000710042,0.9932099,0.00003017589,0.0005885111,0.00007275381,0.001368971,0.00003971334,0.0000581724,0.003921752],"genre_scores_gemma":[0.001234062,0.9968891,0.00009813737,0.00006918766,0.0001296128,0.00003758652,0.00008538432,0.00007048815,0.001386511],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9948715,"threshold_uncertainty_score":0.999961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1264228426435169,"score_gpt":0.3963356757524628,"score_spread":0.2699128331089459,"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."}}