{"id":"W7156192528","doi":"10.35718/sepakat.v4i5.8481573","title":"KOLABORASI MULTIDISIPLIN UNTUK PENGEMBANGAN LINGKUNGAN RT: PEMETAAN, DAN INFRASTRUKTUR","year":2025,"lang":"","type":"article","venue":"Seminar Nasional Pengabdian Kepada Masyarakat (SEPAKAT)","topic":"Waste Management and Recycling","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Handicraft","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.003085573,0.002303581,0.001985647,0.001221508,0.002953242,0.0009993085,0.003493123,0.001150879,0.003009209],"category_scores_gemma":[0.0007977972,0.002359021,0.001153471,0.004033581,0.001576338,0.0015862,0.003923086,0.003069304,0.003222992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001595302,"about_ca_system_score_gemma":0.0005929565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004304375,"about_ca_topic_score_gemma":0.0007193405,"domain_scores_codex":[0.9870253,0.0008575652,0.002672544,0.00366462,0.002707697,0.003072304],"domain_scores_gemma":[0.9938547,0.001037792,0.001044399,0.002530358,0.0002331919,0.001299528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002670598,0.006219174,0.20882,0.00326814,0.002810593,0.003122946,0.005930425,0.02739981,0.2005917,0.01128612,0.1699947,0.3578858],"study_design_scores_gemma":[0.008979507,0.001631254,0.3016057,0.004801502,0.002208045,0.0001210746,0.01691301,0.02795603,0.06445232,0.004326771,0.5598799,0.007124909],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9280325,0.008450508,0.0009949262,0.005430197,0.007955412,0.003890211,0.0003845437,0.000547128,0.04431458],"genre_scores_gemma":[0.917773,0.001958224,0.004849788,0.00127584,0.001148083,0.0001185036,0.0002977158,0.0002604212,0.07231843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3898853,"threshold_uncertainty_score":0.9992307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007545994873375768,"score_gpt":0.2489956000122917,"score_spread":0.2414496051389159,"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."}}