{"id":"W4408463112","doi":"10.36910/775.24153966.2024.79.28","title":"ОПТИМІЗАЦІЯ ЦИФРОВИХ ДВІЙНИКІВ МОДУЛЬНИХ ВИРОБНИЧИХ СТАНЦІЙ FESTO","year":2025,"lang":"uk","type":"article","venue":"Наукові нотатки","topic":"Cybersecurity and Information Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Paton (Canada)","funders":"","keywords":"Computer science","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","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001575516,0.0007902809,0.0009770371,0.0008326182,0.0009289398,0.001709943,0.003117058,0.0006319989,0.0009338577],"category_scores_gemma":[0.0002975732,0.0008311106,0.0005478319,0.002681116,0.0003585886,0.002819165,0.0014254,0.0009534319,0.008946532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004313212,"about_ca_system_score_gemma":0.001279735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009877412,"about_ca_topic_score_gemma":0.0002317336,"domain_scores_codex":[0.9940766,0.000393311,0.001839282,0.00118865,0.001159301,0.00134293],"domain_scores_gemma":[0.9954196,0.0003808032,0.0006161731,0.002556925,0.0005456146,0.0004809083],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006446453,0.0004050997,0.001160966,0.0006820142,0.0003129683,0.00007549327,0.01443471,0.0001979446,0.0002386505,0.5498652,0.3505829,0.08197963],"study_design_scores_gemma":[0.00180085,0.0001922948,0.003054161,0.0008160687,0.00008187608,0.00007983186,0.001819936,0.02667435,0.0014536,0.006022636,0.9569159,0.001088532],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02001401,0.005984948,0.1081253,0.01608727,0.0162892,0.002051431,0.000116869,0.001218283,0.8301128],"genre_scores_gemma":[0.9233211,0.0003934964,0.002163776,0.007103416,0.0009111399,0.0001131805,0.00005594182,0.00005142885,0.06588653],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9033071,"threshold_uncertainty_score":0.9999794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006805473185302212,"score_gpt":0.2527085241946359,"score_spread":0.2459030510093336,"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."}}