{"id":"W4405669323","doi":"10.20527/jukung.v10i2.20686","title":"ANALISIS KEHILANGAN AIR DENGAN METODE NERACA AIR DAN INFRASTRUCTURE LEAKAGE INDEX (ILI) PADA PERUMDA AIR MINUM KOTA SURAKARTA","year":2024,"lang":"id","type":"article","venue":"Jukung (Jurnal Teknik Lingkungan)","topic":"Water and Land Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Index (typography); Leakage (economics); Computer science; World Wide Web","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001332415,0.001470583,0.001187746,0.0006178633,0.001128632,0.0007635779,0.001811634,0.0006900532,0.0006221117],"category_scores_gemma":[0.000124636,0.001241884,0.0007815278,0.001621463,0.0005245784,0.001388875,0.00132781,0.002591692,0.001039134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001102906,"about_ca_system_score_gemma":0.0002201683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001966575,"about_ca_topic_score_gemma":0.002044432,"domain_scores_codex":[0.9918175,0.0005922614,0.001476507,0.002113894,0.001931775,0.002068041],"domain_scores_gemma":[0.996727,0.0002939153,0.0004086963,0.001453961,0.00007746879,0.001038974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009537683,0.001841187,0.1514309,0.003831174,0.005713236,0.00962592,0.03633295,0.04609842,0.3315623,0.001534349,0.3255954,0.08548035],"study_design_scores_gemma":[0.001508416,0.0006479927,0.2917181,0.001014094,0.001202371,0.0004162624,0.004215976,0.008947322,0.05543732,0.0003823048,0.6318927,0.002617105],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786955,0.004821374,0.0006564407,0.004696946,0.004356823,0.001054518,0.0002527247,0.0005917092,0.004873976],"genre_scores_gemma":[0.9760449,0.0007461985,0.0003548789,0.002379097,0.001996766,0.00004476756,0.0001819426,0.000268554,0.0179829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3062974,"threshold_uncertainty_score":0.9998044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00749555085496394,"score_gpt":0.225508792415092,"score_spread":0.218013241560128,"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."}}