{"id":"W1943566249","doi":"10.29122/jai.v5i2.2444","title":"UJI KINERJA PENGOLAHAN AIR SIAP MINUM DENGAN PROSES BIOFILTRASI, ULTRAFILTRASI DAN REVERSE OSMOSIS (RO) DENGAN AIR BAKU AIR SUNGAI","year":2018,"lang":"en","type":"article","venue":"Jurnal Air Indonesia","topic":"Heavy Metal Pollution Remediation","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Reverse osmosis; Ultrafiltration (renal); Flocculation; Raw water; Water treatment; Environmental science; Pollutant; Powdered activated carbon treatment; Water quality; Coagulation; Membrane technology; Pulp and paper industry; Filtration (mathematics); Waste management; Chlorine; Chemistry; Activated carbon; Environmental engineering; Adsorption; Membrane; Chromatography","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001219623,0.00077809,0.0006813454,0.0003111939,0.000920334,0.00007234438,0.001078158,0.0004801321,0.0003617967],"category_scores_gemma":[0.0005661977,0.0007200388,0.0003447075,0.001450771,0.001087488,0.001369255,0.0002688355,0.0009020159,0.002251144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007551622,"about_ca_system_score_gemma":0.0001619963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006628648,"about_ca_topic_score_gemma":0.0009006113,"domain_scores_codex":[0.9941719,0.0006024273,0.001123715,0.001190051,0.001573863,0.001338098],"domain_scores_gemma":[0.9971566,0.000280671,0.0005675267,0.0009741019,0.0001228303,0.0008983384],"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":[0.0002103116,0.0006420786,0.3646856,0.00006812166,0.00009830602,0.00007967119,0.001336753,0.000372162,0.6132327,0.0001318797,0.0142056,0.004936817],"study_design_scores_gemma":[0.001026681,0.0004098529,0.7242663,0.00006530777,0.0000918059,0.0001651082,0.0003865063,0.0001301819,0.2510368,0.00005637651,0.02164422,0.0007209064],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926509,0.00004412669,0.0002752691,0.002684441,0.001071937,0.00104116,0.00005817969,0.000377537,0.001796396],"genre_scores_gemma":[0.9924473,0.00003981012,0.001461791,0.00350926,0.001288716,0.0001051935,0.00006583657,0.0001245915,0.000957497],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3621959,"threshold_uncertainty_score":0.9995251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01174991605482476,"score_gpt":0.2388101301743269,"score_spread":0.2270602141195021,"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."}}