{"id":"W4415360009","doi":"10.59934/jaiea.v5i1.1554","title":"Digital Signage Application System at STMIK Kaputama","year":2025,"lang":"","type":"article","venue":"Journal of Artificial Intelligence and Engineering Applications (JAIEA)","topic":"Industrial Automation and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Digital signage; Waterfall model; Signage; Android (operating system); Systems development life cycle; Information system; Process (computing); Class (philosophy)","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":[0.0006992229,0.0003898152,0.000371607,0.001261037,0.0004996401,0.001769589,0.0006564335,0.0005365356,0.03874538],"category_scores_gemma":[0.001814597,0.0002487361,0.0002538234,0.0008067057,0.0001961681,0.001673832,0.001847976,0.0008447494,0.02691388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003863405,"about_ca_system_score_gemma":0.001350539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000739788,"about_ca_topic_score_gemma":0.0004002063,"domain_scores_codex":[0.9993476,0.0001159533,0.00005576281,0.00008469453,0.0002914249,0.0001045764],"domain_scores_gemma":[0.9992092,0.0001180672,0.00006103919,0.0001516232,0.0003116164,0.000148578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009947519,0.0007095706,0.008794408,0.001121798,0.00003377918,0.002411471,0.00231091,0.001848685,0.1202867,0.01194313,0.07562865,0.7739162],"study_design_scores_gemma":[0.0003005622,0.001318334,0.0352888,0.0006179375,0.0001410042,0.007024941,0.00238738,0.03620323,0.1489597,0.00668353,0.760838,0.0002365686],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.328716,0.002719736,0.2330144,0.002493281,0.0008114117,0.002479139,0.005929436,0.09942623,0.3244103],"genre_scores_gemma":[0.6789251,0.001977947,0.1191481,0.0004594421,0.0001235434,0.001561602,0.008696537,0.001969055,0.1871387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03874538,"threshold_uncertainty_score":0.1296162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01320017367694492,"score_gpt":0.2290335174842702,"score_spread":0.2158333438073253,"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."}}