{"id":"W4308127265","doi":"10.3390/su142114216","title":"Ciprofloxacin Removal from Aqueous Media Using Floating Treatment Wetlands Supported by Immobilized Bacteria","year":2022,"lang":"en","type":"article","venue":"Sustainability","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Environmental remediation; Wastewater; Ciprofloxacin; Phragmites; Bacteria; Acinetobacter; Sewage treatment; Bioremediation; Chemistry; Microbiology; Wetland; Portable water purification; Water treatment; Environmental chemistry; Antimicrobial; Pulp and paper industry; Environmental engineering; Contamination; Antibiotics; Biology; Environmental science; Ecology","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":[],"category_scores_codex":[0.0004011267,0.0003970751,0.0004418685,0.00005825493,0.0006425811,0.00006700867,0.0003285613,0.00008104099,0.01280994],"category_scores_gemma":[0.0001463589,0.0003587139,0.0001792359,0.0004027838,0.0002556406,0.0001794972,0.0006880231,0.0002025356,0.00002339006],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009666374,"about_ca_system_score_gemma":0.0002350138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01818177,"about_ca_topic_score_gemma":0.0005084544,"domain_scores_codex":[0.9967249,0.000476916,0.0005605203,0.0009560277,0.0005484361,0.0007331794],"domain_scores_gemma":[0.9985237,0.0001637183,0.0001949856,0.0008409409,0.00003596512,0.0002406661],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007564162,0.001216434,0.7796265,0.00002209315,0.0001621044,0.0005742376,0.007119094,0.001166755,0.1417149,0.0000142828,0.0004432849,0.06718383],"study_design_scores_gemma":[0.03628404,0.004414551,0.382397,0.00004208963,0.001590701,0.0008388506,0.05285344,0.03320129,0.1998614,0.03158606,0.2507339,0.006196711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973039,0.00006870974,0.00005835127,0.0002323644,0.0003009756,0.00103425,0.0005444344,0.000155565,0.0003014543],"genre_scores_gemma":[0.9965611,0.000002741295,0.002093981,0.00004248906,0.00004361213,0.0001355872,0.0006785607,0.00004105088,0.000400957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3972296,"threshold_uncertainty_score":0.9998865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009048049950240139,"score_gpt":0.2334212100165464,"score_spread":0.2243731600663063,"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."}}