{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.004387888,0.001599884,0.001684271,0.0008181771,0.00179141,0.000930224,0.001983844,0.001093248,0.0008721261],"category_scores_gemma":[0.003137952,0.001551395,0.000927834,0.002641925,0.001254906,0.00143444,0.001208252,0.003001246,0.001853024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002954425,"about_ca_system_score_gemma":0.0008385406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003598142,"about_ca_topic_score_gemma":0.0003483384,"domain_scores_codex":[0.9878477,0.001416236,0.002700382,0.002404799,0.003154922,0.002475978],"domain_scores_gemma":[0.9944028,0.001165465,0.001144087,0.00171994,0.0003184276,0.001249263],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001865158,0.004429994,0.04389667,0.0009668558,0.002752777,0.000619075,0.01144439,0.01139165,0.6923553,0.00325005,0.02573712,0.201291],"study_design_scores_gemma":[0.01170022,0.002417265,0.5242473,0.001813375,0.004195711,0.0003528624,0.004861042,0.04456194,0.1307005,0.002348584,0.2672241,0.005577073],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704274,0.005066465,0.0007111295,0.009136961,0.006744087,0.002105531,0.0001397806,0.0003104166,0.005358264],"genre_scores_gemma":[0.9804912,0.001048533,0.002733346,0.002081618,0.001645085,0.0000856945,0.00005060359,0.0001615622,0.01170237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5616548,"threshold_uncertainty_score":0.9996749,"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."}}