{"id":"W4406077640","doi":"10.47134/villages.v6i1.229","title":"Perencanaan Tata Guna Lahan Melalui Pemetaan Partisipatif Desa Persiapan Warloka Pesisir","year":2025,"lang":"id","type":"article","venue":"Jurnal Administrasi Pemerintahan Desa","topic":"Public Administration in Developing Nations","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002701165,0.001231674,0.001337077,0.001148562,0.003595692,0.001805839,0.003029966,0.0008709168,0.005947186],"category_scores_gemma":[0.002980779,0.001401992,0.0008433056,0.003973408,0.001735133,0.001331132,0.0005194756,0.001673493,0.0008522602],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001442357,"about_ca_system_score_gemma":0.009841834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001325149,"about_ca_topic_score_gemma":0.01068496,"domain_scores_codex":[0.989594,0.001304058,0.002540749,0.001932777,0.002379664,0.002248701],"domain_scores_gemma":[0.9935707,0.001014628,0.001208791,0.001441264,0.001243891,0.001520662],"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":[0.0007623981,0.004910543,0.1328046,0.001285598,0.004808436,0.0007652168,0.04886879,0.00002983052,0.002827131,0.3704954,0.3536713,0.07877075],"study_design_scores_gemma":[0.002019153,0.0009675474,0.1359686,0.0007409063,0.001036932,0.0001304125,0.03413674,0.0002561581,0.003767948,0.003648399,0.8148072,0.002519941],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6885566,0.001767306,0.003448464,0.08277275,0.009790746,0.002748772,0.0008554345,0.001001823,0.2090581],"genre_scores_gemma":[0.931407,0.0008683215,0.002268107,0.001038117,0.001117791,0.0002258277,0.0002327669,0.0001023208,0.06273972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4611359,"threshold_uncertainty_score":0.9999257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0325258512720161,"score_gpt":0.3492456096898284,"score_spread":0.3167197584178123,"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."}}