{"id":"W4382241874","doi":"10.31540/jpm.v5i2.2029","title":"UPGRADING KESIAPAN BISNIS UMKM GULA SEMUT DI DESA SENDANG BARU LAMPUNG TENGAH MELALUI PELAKSANAAN PERIZINAN DAN SERTIFIKASI","year":2023,"lang":"id","type":"article","venue":"JURNAL CEMERLANG Pengabdian pada Masyarakat","topic":"SMEs Development and Digital Marketing","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WiLAN (Canada)","funders":"","keywords":"Humanities; Physics; Art","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":["metaepi_narrow"],"category_scores_codex":[0.00415293,0.001295108,0.001288931,0.001025847,0.003970566,0.00209808,0.001637573,0.0006978048,0.0003303059],"category_scores_gemma":[0.001448202,0.001338409,0.0008581618,0.004046708,0.0007101602,0.001801571,0.0006993395,0.001646121,0.001226744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008908581,"about_ca_system_score_gemma":0.00101142,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008181435,"about_ca_topic_score_gemma":0.002189473,"domain_scores_codex":[0.9895476,0.00149634,0.001612953,0.00171604,0.002375687,0.003251343],"domain_scores_gemma":[0.995232,0.001338331,0.000760128,0.0008508918,0.0003406429,0.001477938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005316002,0.0005244784,0.733618,0.001326201,0.001226427,0.00412686,0.08785723,0.0001246106,0.01925699,0.01297506,0.03814536,0.1002872],"study_design_scores_gemma":[0.002378469,0.0004625461,0.4267218,0.002018242,0.0005205931,0.0002326311,0.1156339,0.002615095,0.003069546,0.0005049363,0.4411126,0.004729572],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8827255,0.001183619,0.00004270175,0.004746203,0.003891271,0.001075328,0.00006407499,0.0009760069,0.1052953],"genre_scores_gemma":[0.9521803,0.001099295,0.0002285627,0.0003484709,0.002051616,0.00007216369,0.0002942473,0.0002648396,0.04346053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4029673,"threshold_uncertainty_score":0.99998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03401216343236611,"score_gpt":0.2803633282017637,"score_spread":0.2463511647693976,"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."}}