{"id":"W2778513765","doi":"10.14796/jwmm.c434","title":"Greywater Quality Changes in Laboratory Scale Vegetative Biofiltration Prototypes","year":2017,"lang":"en","type":"article","venue":"Journal of Water Management Modeling","topic":"Wastewater Treatment and Reuse","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Water Center, United Arab Emirates University; United Arab Emirates University","keywords":"Greywater; Reuse; Environmental science; Biofilter; Wastewater; Environmental engineering; Waste management; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006913538,0.0001153592,0.000163718,0.00008688364,0.0001629104,0.0001212193,0.0003042423,0.00003652598,0.0000902797],"category_scores_gemma":[0.000003902404,0.00006795535,0.00004466788,0.00002897028,0.00005472872,0.000689238,0.0001790066,0.00009364493,0.00006355332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001051985,"about_ca_system_score_gemma":0.000002529255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006998259,"about_ca_topic_score_gemma":0.000277494,"domain_scores_codex":[0.9989893,0.00006552261,0.0003098225,0.0001508112,0.0002802642,0.0002042566],"domain_scores_gemma":[0.99951,0.000003288935,0.0001828157,0.000236756,0.00001982082,0.00004732735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009058119,0.001209408,0.4611726,0.0003866211,0.0004405329,0.0005974559,0.02667437,0.1489136,0.3473769,0.000119357,0.000330898,0.01187259],"study_design_scores_gemma":[0.007524218,0.0008105481,0.1037842,0.0007095489,0.0003027535,0.00001760267,0.002923696,0.03339101,0.8373098,0.009475389,0.002540865,0.001210344],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957088,0.00001410785,0.0005825948,0.001460679,0.0001431064,0.0002789778,9.742713e-7,0.000006457995,0.001804292],"genre_scores_gemma":[0.9966933,0.00004029929,0.002603495,0.00005162675,0.00006036208,0.00001465386,0.000001672775,0.000009429154,0.0005251323],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.489933,"threshold_uncertainty_score":0.2771139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02701609030955479,"score_gpt":0.2745249892167884,"score_spread":0.2475088989072336,"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."}}