{"id":"W4416888277","doi":"10.1016/j.jwpe.2025.109175","title":"Innovative low-tech approach for domestic wastewater treatment using vertical constructed wetlands with sugarcane bagasse substrate and Canna indica in tropical climates","year":2025,"lang":"en","type":"article","venue":"Journal of Water Process Engineering","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Bagasse; Substrate (aquarium); Wastewater; Canna; Biofilter; Sewage treatment; Constructed wetland","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000105018,0.0003567027,0.0002509044,0.0002030204,0.000308296,0.0004742904,0.0003107835,0.0001903948,0.0003570023],"category_scores_gemma":[0.00006779081,0.0001036607,0.0002860953,0.0002034014,0.000231039,0.0002672149,0.0002606624,0.0002351818,0.00006863473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003871918,"about_ca_system_score_gemma":0.0004926097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006705759,"about_ca_topic_score_gemma":0.01111621,"domain_scores_codex":[0.999927,0.000008411893,0.000004274069,0.00001957014,0.00002074549,0.0000199536],"domain_scores_gemma":[0.9999516,0.000004496553,0.00001238879,0.000003681856,0.00001094061,0.00001683499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009491619,0.00009403404,0.001031598,0.0000641935,0.000007704701,0.0000594236,0.00002717082,0.0003123898,0.9940646,0.0000304578,0.00001906526,0.004194352],"study_design_scores_gemma":[0.00002506176,0.002130352,0.03078787,0.000009339274,0.00006667585,0.0002112975,0.0003370601,0.005258319,0.9592639,0.00005343793,0.001831639,0.00002511613],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984491,0.0001168849,0.001176538,0.0000171451,0.000003691452,0.00001577114,0.00002419232,0.00001593848,0.0001808137],"genre_scores_gemma":[0.9946849,0.0001953398,0.004480946,0.00001198882,0.000002532209,0.0000241677,0.00006354826,0.000004148019,0.0005325791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006705759,"threshold_uncertainty_score":0.01333344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006612383156258307,"score_gpt":0.2269968601611395,"score_spread":0.2203844770048812,"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."}}