{"id":"W4416619485","doi":"10.20527/jukung.v11i2.24187","title":"STUDI KINERJA IPAL DOMESTIK KOMUNAL WALLAGRI BANDUNG: EVALUASI PARAMETER FISIK-KIMIA DAN PERSPEKTIF PENGELOLA LAPANGAN","year":2025,"lang":"","type":"article","venue":"Jukung (Jurnal Teknik Lingkungan)","topic":"Heavy Metal Pollution Remediation","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"","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":[0.001854949,0.0006753686,0.0006912681,0.0005834308,0.0005467341,0.001399203,0.0003753457,0.0005899025,0.006173074],"category_scores_gemma":[0.002023092,0.0003797438,0.00109274,0.0005827019,0.0004946459,0.0007338341,0.0007132802,0.000960395,0.001264267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006717665,"about_ca_system_score_gemma":0.001258759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002982009,"about_ca_topic_score_gemma":0.005617647,"domain_scores_codex":[0.9987339,0.0003367061,0.0001195933,0.0002422794,0.0003980689,0.0001695247],"domain_scores_gemma":[0.998686,0.0004401283,0.0002913316,0.00007341171,0.0003245709,0.0001845259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01295714,0.008920548,0.5729715,0.006435625,0.001138722,0.001268731,0.008547877,0.001290372,0.07347073,0.001023504,0.003952321,0.3080229],"study_design_scores_gemma":[0.0003307942,0.03850462,0.8598593,0.001625135,0.001748031,0.001779292,0.01589014,0.001538986,0.04049715,0.001127018,0.03691762,0.0001818906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844635,0.005976378,0.002540216,0.0003416273,0.0001056145,0.0004983603,0.0007510727,0.00002734225,0.00529598],"genre_scores_gemma":[0.9708673,0.006141045,0.005697145,0.0004172616,0.00007006812,0.0009461637,0.0009137538,0.00003997211,0.0149074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006173074,"threshold_uncertainty_score":0.02065098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01676063509606561,"score_gpt":0.2917866817083554,"score_spread":0.2750260466122898,"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."}}