{"id":"W4389322905","doi":"10.20527/es.v19i4.17785","title":"ANALISIS KUALITAS AIR SUNGAI BALANGAN DI KABUPATEN BALANGAN BERDASARKAN PARAMETER FISIK DAN KIMIA (LOGAM TERLARUT)","year":2023,"lang":"en","type":"article","venue":"EnviroScienteae","topic":"Water Quality Monitoring Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Water quality; Environmental science; Hydrology (agriculture); Pollutant; Sampling (signal processing); Toilet; Quarter (Canadian coin); Environmental engineering; Geography; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005774018,0.0006828406,0.0005718019,0.002821007,0.0007934391,0.001910973,0.000365478,0.0004859707,0.005609699],"category_scores_gemma":[0.0005555644,0.0002711203,0.0005312519,0.003029172,0.0004470056,0.0005660825,0.0007703031,0.0006330208,0.001411443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004828518,"about_ca_system_score_gemma":0.0007024218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02175156,"about_ca_topic_score_gemma":0.04104823,"domain_scores_codex":[0.9993144,0.0001013233,0.00007579007,0.0001345586,0.000274301,0.00009957315],"domain_scores_gemma":[0.9996521,0.00005863886,0.00005751116,0.00001605,0.0001883971,0.00002725866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003052797,0.0002884286,0.8485408,0.001313907,0.0004929823,0.001760221,0.006279503,0.0007214824,0.04246485,0.0007984015,0.004107977,0.09292611],"study_design_scores_gemma":[0.000006357956,0.0001322585,0.954029,0.0002766931,0.0001644065,0.0009703893,0.0135732,0.0009516194,0.008636276,0.0002266349,0.02099032,0.00004285043],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734204,0.004321621,0.001648109,0.0002355647,0.0001248545,0.0001487134,0.006151929,0.0001104036,0.01383844],"genre_scores_gemma":[0.98193,0.001824476,0.002887503,0.000143595,0.00003538256,0.0001516529,0.004110912,0.00003487851,0.008881679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02175156,"threshold_uncertainty_score":0.04324991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02698916499826175,"score_gpt":0.2644981970723396,"score_spread":0.2375090320740779,"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."}}