{"id":"W3014960655","doi":"10.24198/kumawula.v3i1.24820","title":"PENINGKATAN SENSITIVITAS KEPEMIMPINAN LOKAL DALAM PENGELOLAAN SUNGAI CITARUM MELALUI TEKNIK PARTICIPATORY RURAL APPRAISAL (PRA) DI DESA RANCAMANYAR","year":2020,"lang":"id","type":"article","venue":"Kumawula Jurnal Pengabdian Kepada Masyarakat","topic":"Local Governance and Development","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Humanities; Philosophy","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":[0.003153167,0.001875283,0.002320083,0.0002737204,0.003197078,0.001311929,0.002118921,0.001014007,0.001044632],"category_scores_gemma":[0.002126776,0.001961324,0.001148,0.001882471,0.001668699,0.002310145,0.001002367,0.00316125,0.002870892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139121,"about_ca_system_score_gemma":0.002848284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274448,"about_ca_topic_score_gemma":0.002989861,"domain_scores_codex":[0.9851481,0.002346446,0.002301878,0.002216756,0.003919871,0.004066891],"domain_scores_gemma":[0.9920403,0.001316975,0.00129783,0.001101426,0.0005659859,0.003677432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01135573,0.004028745,0.262254,0.002628454,0.00470004,0.02009635,0.3306517,0.0009773418,0.03469602,0.04725238,0.2278408,0.05351847],"study_design_scores_gemma":[0.0102863,0.002988735,0.2637749,0.001793286,0.001425128,0.0003625423,0.0675246,0.003424827,0.01179343,0.0005355967,0.6280683,0.008022289],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9419443,0.004492261,0.0005840134,0.02087788,0.006000853,0.002564062,0.0003022371,0.0006574933,0.02257691],"genre_scores_gemma":[0.9871499,0.001160209,0.0003439916,0.003128193,0.004494407,0.0001411494,0.0001453287,0.0002866264,0.00315018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4002276,"threshold_uncertainty_score":0.9998686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03967212924517305,"score_gpt":0.2942451656598343,"score_spread":0.2545730364146612,"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."}}