{"id":"W4380272369","doi":"10.31289/jcebt.v7i1.8666","title":"Analisis Angka Kebutuhan Nyata Operasi dan Pemeliharaan Jaringan Irigasi Cimuncang","year":2023,"lang":"id","type":"article","venue":"JOURNAL OF CIVIL ENGINEERING BUILDING AND TRANSPORTATION","topic":"Coastal Management and Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Physics; Forestry; Geography","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":[0.000708551,0.0002808602,0.0003514716,0.0004012947,0.0001651033,0.0001705758,0.0002398259,0.00008605541,0.00009900127],"category_scores_gemma":[0.00003564768,0.0002817521,0.0001419114,0.000785796,0.00004378464,0.0006375416,0.00003846678,0.0002938777,0.00001244369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001141351,"about_ca_system_score_gemma":0.00002554668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009773435,"about_ca_topic_score_gemma":0.0004835355,"domain_scores_codex":[0.9980249,0.00002192649,0.0006735977,0.0002797425,0.0006031527,0.0003966641],"domain_scores_gemma":[0.9992681,0.00006051465,0.0002608406,0.0001422854,0.00004006223,0.0002282192],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002112396,0.0002688842,0.4478956,0.001398929,0.0008243395,0.001086661,0.01354782,0.3597879,0.1314014,0.0008630961,0.006251141,0.03646291],"study_design_scores_gemma":[0.0007458643,0.000162031,0.9798667,0.000555314,0.0001914253,0.00001773467,0.0006397702,0.005884593,0.001671195,0.00003534081,0.009864525,0.0003655143],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930533,0.000354427,0.004857228,0.0005093961,0.0007881067,0.0001429854,0.00001010886,0.00006537584,0.0002190642],"genre_scores_gemma":[0.9976105,0.001134318,0.0007835608,0.00003946,0.0001392748,0.000003664479,0.00002748432,0.00003885305,0.000222859],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.531971,"threshold_uncertainty_score":0.9999635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00832137016945566,"score_gpt":0.2102194987479582,"score_spread":0.2018981285785026,"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."}}