{"id":"W4410407959","doi":"10.36985/j6abjs60","title":"Peningkatan Kapasitas UMKM Melalui Implementasi Sistem Pembayaran Digital (Qris) Di Kota Pematangsiantar","year":2025,"lang":"id","type":"article","venue":"Jurnal Pengabdian Masyarakat Sapangambei Manoktok Hitei","topic":"SMEs Development and Digital Marketing","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Mathematics","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","insufficient_payload"],"category_scores_codex":[0.003252825,0.001900774,0.001999189,0.001322156,0.003587908,0.005234079,0.003031144,0.000843996,0.002429982],"category_scores_gemma":[0.001359934,0.002055843,0.001364351,0.003238966,0.001193401,0.00384522,0.001585034,0.001982305,0.002323371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001829442,"about_ca_system_score_gemma":0.00179388,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005356244,"about_ca_topic_score_gemma":0.001777356,"domain_scores_codex":[0.9871875,0.001121189,0.002904402,0.002427202,0.00269222,0.003667478],"domain_scores_gemma":[0.9934832,0.001664437,0.001307117,0.001495893,0.0005472701,0.00150206],"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":[0.002010659,0.001680399,0.6687935,0.002099047,0.003002931,0.00220846,0.03257596,0.00001313976,0.0007458078,0.03305919,0.1671137,0.0866972],"study_design_scores_gemma":[0.004746316,0.0004887194,0.1927481,0.002535503,0.001023546,0.0001774283,0.07086267,0.0001263744,0.0004623679,0.001892083,0.7209529,0.003983931],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4254445,0.003989054,0.0001069899,0.005933799,0.00434857,0.002158525,0.0008335906,0.0006114724,0.5565735],"genre_scores_gemma":[0.9102848,0.0006471429,0.0002208199,0.001338113,0.001407351,0.0001153378,0.000717181,0.0002115736,0.08505775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5538392,"threshold_uncertainty_score":0.9993736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01580663892396156,"score_gpt":0.2842338631968553,"score_spread":0.2684272242728938,"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."}}