{"id":"W4397036741","doi":"10.21275/sr23215150735","title":"Effectiveness of Reed Bed Technology for Waste Water Treatment at Surface Level and Root Zone Level","year":2023,"lang":"en","type":"article","venue":"International Journal of Science and Research (IJSR)","topic":"Constructed Wetlands for Wastewater Treatment","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water level; Environmental science; Geography; Cartography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002661207,0.0001018425,0.0001841338,0.0005055378,0.000256642,0.000055493,0.0004633939,0.00004910034,0.00003459573],"category_scores_gemma":[0.0001651834,0.00006049756,0.00004013777,0.0005335941,0.002174263,0.0003554433,0.000617465,0.00009896457,0.00001487318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005972628,"about_ca_system_score_gemma":0.00009142362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001933777,"about_ca_topic_score_gemma":0.00006592108,"domain_scores_codex":[0.9978406,0.00006651645,0.0002603829,0.0002647472,0.001206786,0.0003609237],"domain_scores_gemma":[0.9990125,0.0002573261,0.00008454878,0.0001188803,0.0003955718,0.0001311948],"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":[0.000356396,0.00007736513,0.06208034,0.00001419443,0.00006887463,0.00004853569,0.0004323292,0.0002422615,0.922412,0.00009022474,0.00005732778,0.01412017],"study_design_scores_gemma":[0.002052885,0.000805583,0.06673621,0.0001008549,0.00001184463,0.0002330781,0.0005345265,0.0005939757,0.926812,0.001433054,0.0006015804,0.00008441158],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974741,0.0000422205,0.00007922579,0.001856308,0.0001749953,0.0002498575,0.00005082515,0.000006435939,0.00006607219],"genre_scores_gemma":[0.9985517,0.0001108715,0.0005910763,0.00000323245,0.00002228142,0.00001063544,0.000004170652,0.00000664818,0.0006994081],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01403576,"threshold_uncertainty_score":0.8011163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0586657681461621,"score_gpt":0.3503621711558718,"score_spread":0.2916964030097097,"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."}}