{"id":"W7163648192","doi":"10.20884/1.linggamas.2025.3.1.17401","title":"Pemberdayaan UMKM Melalui Fasilitas Legalitas Usaha di Desa Bajing, Kroya: Implementasi Program Pendampingan NIB, P-IRT, dan Sertifikat Halal","year":2025,"lang":"","type":"article","venue":"Linggamas Jurnal Pengabdian Masyarakat","topic":"Halal products and consumer behavior","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Work (physics)","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","sts"],"category_scores_codex":[0.006810375,0.002417587,0.002481299,0.001168314,0.007219197,0.004108379,0.003807626,0.001263025,0.003023052],"category_scores_gemma":[0.001466374,0.002553102,0.001702328,0.003791128,0.002752577,0.002388432,0.001403959,0.004368048,0.0007722364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001574158,"about_ca_system_score_gemma":0.003754373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006564574,"about_ca_topic_score_gemma":0.01129832,"domain_scores_codex":[0.9806546,0.003264988,0.00386923,0.00406209,0.002964523,0.005184555],"domain_scores_gemma":[0.991573,0.0008017463,0.001367634,0.002622494,0.001235034,0.002400116],"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":[0.000932137,0.005590122,0.30241,0.001431394,0.002351404,0.001258107,0.03666303,0.00009522784,0.005652678,0.05406673,0.01713434,0.5724148],"study_design_scores_gemma":[0.003777406,0.001037069,0.04811656,0.001571755,0.002480175,0.00009852213,0.03194404,0.0004976327,0.006879132,0.001416998,0.8984326,0.003748136],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9074784,0.010813,0.0001447736,0.01728491,0.01142272,0.008258173,0.0004516474,0.001052847,0.04309352],"genre_scores_gemma":[0.9673623,0.001097148,0.001197083,0.0008875978,0.002730592,0.0006486753,0.000222,0.0002711931,0.02558338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8812982,"threshold_uncertainty_score":0.9999614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03131802855518986,"score_gpt":0.3696286972129862,"score_spread":0.3383106686577964,"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."}}