{"id":"W3130924964","doi":"10.29122/jtl.v22i1.4088","title":"Evaluasi Hidrolis Jaringan Distribusi Air Minum Sistem Beber PDAM Tirta Jati Kabupaten Cirebon","year":2021,"lang":"en","type":"article","venue":"Jurnal Teknologi Lingkungan","topic":"Engineering and Technology Innovations","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Piping; Water supply; Environmental science; Water pipe; Clean water; Environmental engineering; Hydrology (agriculture); Engineering; Waste management; Inlet; Geotechnical engineering; Mechanical engineering","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"],"consensus_categories":[],"category_scores_codex":[0.000233299,0.0003859194,0.0004312051,0.0002726903,0.0002120431,0.00007006072,0.0004319759,0.0005190026,0.00003284783],"category_scores_gemma":[0.0003643103,0.0004020793,0.0001616834,0.001025723,0.00009811022,0.0001508039,0.0001404991,0.001084688,0.00008562776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002030017,"about_ca_system_score_gemma":0.00007905707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006103534,"about_ca_topic_score_gemma":0.00003014811,"domain_scores_codex":[0.9980326,0.00003682202,0.0005761002,0.0004281584,0.0002721031,0.0006541782],"domain_scores_gemma":[0.9987232,0.0001035071,0.00008961061,0.0007110134,0.0002501115,0.000122533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005180674,0.0009891335,0.09626851,0.001118624,0.003053147,0.003970526,0.001388603,0.1701271,0.5523797,0.07520095,0.01872412,0.07672771],"study_design_scores_gemma":[0.002495263,0.000316895,0.1080516,0.0006143135,0.0004175154,0.001877752,0.0005430527,0.07490977,0.6727494,0.003337925,0.1319162,0.002770315],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9827256,0.001331401,0.004115122,0.001365002,0.001510661,0.0001659826,0.00004675166,0.003040682,0.005698859],"genre_scores_gemma":[0.995961,0.0001090894,0.0022987,0.00008980633,0.0002945443,0.00004063803,0.0001314892,0.00009353826,0.0009812552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1203696,"threshold_uncertainty_score":0.9998431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01145025852869215,"score_gpt":0.2142002450102159,"score_spread":0.2027499864815238,"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."}}