{"id":"W1552098374","doi":"10.1109/vetec.1999.778276","title":"Accelerating wireless intelligent network standards through formal techniques","year":2003,"lang":"en","type":"article","venue":"","topic":"VLSI and Analog Circuit Testing","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nortel (Canada)","funders":"","keywords":"Documentation; Computer science; Standardization; Harmonization; Formal methods; Software engineering; Wireless network; Software deployment; Wireless; Systems engineering; Telecommunications; Engineering","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":[0.000824902,0.00014032,0.0001530473,0.00002648089,0.0003356448,0.0002830954,0.0004912591,0.00005485821,0.00004633468],"category_scores_gemma":[0.00007557143,0.0001178799,0.00005955755,0.000392499,0.00002570368,0.000996404,0.000138318,0.0001570315,0.000009645003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006508683,"about_ca_system_score_gemma":0.0001287585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002436756,"about_ca_topic_score_gemma":0.00001342082,"domain_scores_codex":[0.9985546,0.00005835836,0.000269841,0.0002866921,0.0003224857,0.0005080418],"domain_scores_gemma":[0.9993196,0.00007832097,0.00007398106,0.0003230144,0.0001427315,0.00006237193],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[8.506674e-8,0.00001739072,0.0008586366,0.000008195135,0.000006873655,0.000009463448,0.0003459583,0.0001088237,0.0002372093,0.5878477,0.001486922,0.4090728],"study_design_scores_gemma":[0.000628263,0.0006961467,0.0003287428,0.0005175402,0.00002499852,0.0003903034,0.000766662,0.1325639,0.4517423,0.1618086,0.2481625,0.002370166],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.002487955,0.00009599745,0.8615581,0.00007249066,0.0001604776,0.00009828802,5.170029e-7,0.0005276055,0.1349986],"genre_scores_gemma":[0.8771764,0.00002378731,0.1217469,0.0007307045,0.0001288653,0.00001192845,6.714171e-7,0.000009599691,0.0001711454],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8746884,"threshold_uncertainty_score":0.4807005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03829963661520809,"score_gpt":0.2853733880897104,"score_spread":0.2470737514745023,"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."}}