{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001819394,0.0004319872,0.0002598443,0.0007013862,0.002039934,0.005563479,0.001148166,0.001478187,0.04637713],"category_scores_gemma":[0.003838505,0.0003837201,0.0004417188,0.0006407349,0.001415321,0.005439461,0.003202445,0.002134741,0.01007026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003138785,"about_ca_system_score_gemma":0.004983603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01424444,"about_ca_topic_score_gemma":0.02142744,"domain_scores_codex":[0.9981973,0.0003975345,0.00008554088,0.0003090777,0.0007409494,0.0002696045],"domain_scores_gemma":[0.9976889,0.0005540726,0.0001333833,0.0004169267,0.0008526895,0.0003542191],"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":[0.0008218875,0.00112141,0.01082229,0.001627269,0.00005519121,0.001112387,0.02256637,0.002672887,0.04578803,0.2486013,0.1259711,0.5388398],"study_design_scores_gemma":[0.00006242013,0.0003622766,0.01001367,0.0004974885,0.00007619402,0.0003909525,0.008949965,0.004194982,0.02409106,0.01399978,0.9372545,0.0001067678],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1251759,0.001550756,0.07837614,0.01313853,0.0009606092,0.0007613501,0.0008942389,0.007032101,0.7721102],"genre_scores_gemma":[0.4405373,0.001751421,0.05688743,0.002714121,0.0001012861,0.0006476202,0.0009155871,0.001489018,0.4949563],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04637713,"threshold_uncertainty_score":0.155147,"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."}}