{"id":"W4416904639","doi":"10.24198/kumawula.v8i3.60031","title":"EDUKASI HUKUM DALAM PENGELOLAAN IRIGASI PADA DAERAH DENGAN ALIH FUNGSI LAHAN PERTANIAN TINGGI","year":2025,"lang":"","type":"article","venue":"Kumawula Jurnal Pengabdian Kepada Masyarakat","topic":"Aviation History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Irrigation; Agriculture; Irrigation management; Water conservation; Agricultural land; Agricultural productivity; Government (linguistics); Service (business)","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","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.001862681,0.00181694,0.001724717,0.001624746,0.008818675,0.002774384,0.00198132,0.0008040657,0.008264565],"category_scores_gemma":[0.000625437,0.001970716,0.001016127,0.001332232,0.001443615,0.002469884,0.000523199,0.003424752,0.0009887655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001315008,"about_ca_system_score_gemma":0.00199971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000472252,"about_ca_topic_score_gemma":0.005588835,"domain_scores_codex":[0.9900441,0.001005062,0.003145112,0.002045186,0.001508294,0.002252252],"domain_scores_gemma":[0.9935374,0.0006544135,0.001403406,0.001946714,0.001596353,0.0008616614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003542472,0.001319641,0.008534051,0.000817218,0.00102767,0.0003237646,0.02693332,0.00007791936,0.002059666,0.8335484,0.1127506,0.01225352],"study_design_scores_gemma":[0.002269877,0.0004324817,0.01220684,0.00107057,0.0006635815,0.00007688266,0.01179303,0.0006277172,0.0007399466,0.003144896,0.9649093,0.002064856],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2364371,0.01000386,0.0005511257,0.01473599,0.02016584,0.002881782,0.0005681349,0.0008509296,0.7138052],"genre_scores_gemma":[0.7572135,0.0004369499,0.0002407659,0.004020183,0.003273291,0.0001219611,0.000400779,0.0002093186,0.2340833],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8521588,"threshold_uncertainty_score":0.9997891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0169591312728102,"score_gpt":0.2448431987566702,"score_spread":0.22788406748386,"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."}}