{"id":"W4388763650","doi":"10.1145/3627990","title":"Special Section on “Advances in Cyber-Manufacturing: Architectures, Challenges, & Future Research Directions”","year":2023,"lang":"en","type":"article","venue":"ACM Transactions on Internet Technology","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Citation; Special section; Computer science; Section (typography); Zhàng; Library science; The Internet; World Wide Web; History; Archaeology; China; Engineering; Engineering physics; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002332221,0.0002562896,0.0002200644,0.003152229,0.0001164291,0.00004547915,0.0005419885,0.000585947,0.0002553807],"category_scores_gemma":[0.00004133654,0.0002706457,0.00008161312,0.001444965,0.0001528128,0.0002234781,0.00001348526,0.00226032,0.0008787236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003407495,"about_ca_system_score_gemma":0.00001558974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001759388,"about_ca_topic_score_gemma":0.002006269,"domain_scores_codex":[0.9983032,0.00005310222,0.0003574578,0.000395532,0.0003368022,0.0005538432],"domain_scores_gemma":[0.999015,0.0002203269,0.0000241685,0.0006356846,0.00004040764,0.00006435136],"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":[0.00007937713,0.0001381215,0.00001601251,0.00009064426,0.00005938761,0.00002051403,0.0008193987,0.0429404,0.00008759226,0.003682107,0.004565647,0.9475008],"study_design_scores_gemma":[0.0003741692,0.0001811552,0.0003812906,0.0001318135,0.000004444483,0.00004557841,0.0009483446,0.00009882061,0.01854602,0.006467191,0.9725617,0.0002595383],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4840189,0.002392781,0.007953707,0.01747917,0.03281171,0.002016616,0.0002059755,0.01516337,0.4379578],"genre_scores_gemma":[0.9890429,0.006730615,0.0002191259,0.00002105162,0.001843684,0.0003249788,0.00002274541,0.0000786947,0.001716142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.967996,"threshold_uncertainty_score":0.9999745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04299451225393052,"score_gpt":0.2986381023602904,"score_spread":0.2556435901063598,"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."}}