{"id":"W2921854962","doi":"10.36456/waktu.v13i2.60","title":"PENJERNIHAN AIR SUNGAI DENGAN PERLAKUAN KOAGULASI, FILTRASI, ABSORBSI, DAN PERTUKARAN ION","year":2016,"lang":"id","type":"article","venue":"Waktu","topic":"Heavy Metal Pollution Remediation","field":"Environmental Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Physics; Nuclear chemistry; Chemistry","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":["insufficient_payload"],"category_scores_codex":[0.001025244,0.0006312141,0.000526401,0.000169229,0.0006492955,0.00008939945,0.0008271615,0.0004429652,0.004153938],"category_scores_gemma":[0.0006014523,0.0004889589,0.0003424061,0.0004985939,0.0006059659,0.0009467541,0.0002928475,0.0004436294,0.01907276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000989281,"about_ca_system_score_gemma":0.0000963279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003409383,"about_ca_topic_score_gemma":0.001143716,"domain_scores_codex":[0.9948992,0.0005721204,0.0008144266,0.001159235,0.001330657,0.001224435],"domain_scores_gemma":[0.9976016,0.0002422288,0.0003249161,0.0009866088,0.00004580697,0.0007988183],"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":[0.00009809187,0.0004489188,0.0331947,0.00006684186,0.00006777418,0.00005410982,0.001440907,0.0000474999,0.928637,0.0005451239,0.007394596,0.02800448],"study_design_scores_gemma":[0.001665303,0.0004076375,0.6131746,0.0002532314,0.0001015988,0.00007434293,0.0004645784,0.000282331,0.2627912,0.000188548,0.119529,0.001067594],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778857,0.0003436362,0.0004057,0.008241737,0.002001056,0.0008012525,0.000130104,0.0002200098,0.009970794],"genre_scores_gemma":[0.9771548,0.0003596712,0.0001431731,0.0008573931,0.0007631829,0.00004059909,0.00003977825,0.00009750732,0.02054392],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6658457,"threshold_uncertainty_score":0.9997562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01481055851538097,"score_gpt":0.2333955162592873,"score_spread":0.2185849577439063,"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."}}