{"id":"W4254239444","doi":"10.4018/978-1-4666-2651-5.ch017","title":"The Formal Design Models of a Universal Array (UA) and its Implementation","year":2012,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Cognitive Computing and Networks","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Compiler; Pointer (user interface); Programming language; Code generation; Process calculus; Logical data model; Theoretical computer science; Data modeling; Software engineering; Key (lock); Artificial intelligence; Operating system","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":[],"consensus_categories":[],"category_scores_codex":[0.0003311467,0.0002145952,0.0001969921,0.00003357265,0.0002074363,0.00007781591,0.0004342867,0.0001238841,0.000001903073],"category_scores_gemma":[0.000003269574,0.0001751901,0.00008098566,0.00001886975,0.00006174617,0.0001809519,0.0003136689,0.0001499246,0.000006070552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006827768,"about_ca_system_score_gemma":0.0001257472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001724353,"about_ca_topic_score_gemma":0.00002089852,"domain_scores_codex":[0.9988758,0.00004279224,0.0002350003,0.0002596339,0.0002526531,0.0003341039],"domain_scores_gemma":[0.9991202,0.0001411925,0.000233911,0.0002440931,0.000165973,0.00009459078],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001517945,0.000001956701,0.000001272425,0.000005903201,0.000039419,0.000002230511,0.0001723187,0.000040455,0.000008492638,0.850405,0.0002261064,0.1490817],"study_design_scores_gemma":[0.0008825457,0.0003237283,0.00004249288,0.0002254652,0.000123797,0.00006978906,0.00005518057,0.04281072,0.0005305469,0.9478263,0.006498682,0.0006107997],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.00007109864,0.00138685,0.6091141,0.00003318786,0.0002317775,0.0002770366,0.00001659958,0.00005352589,0.3888159],"genre_scores_gemma":[0.9900573,0.00007119124,0.004210308,0.0001352811,0.0002135218,0.000005737949,0.000002029917,0.00001856265,0.005286],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9899862,"threshold_uncertainty_score":0.7144046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04065095485979629,"score_gpt":0.2609761159021918,"score_spread":0.2203251610423955,"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."}}