{"id":"W2041510866","doi":"10.1109/mass.2011.133","title":"Street Lighting Network Formation Mechanism Based on IEEE 802.15.4","year":2011,"lang":"en","type":"article","venue":"","topic":"Bluetooth and Wireless Communication Technologies","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Computer science; Scalability; Computer network; Transceiver; Routing (electronic design automation); IEEE 802; Distributed computing; Embedded system; Wireless; Telecommunications; Database","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":[0.0002403153,0.0001044528,0.0000959381,0.00009859473,0.000180379,0.00006419865,0.001326773,0.00008864346,0.00002707666],"category_scores_gemma":[0.00002148977,0.00008627851,0.0000407539,0.0003240793,0.00002028702,0.0004828224,0.0001723677,0.0001383072,0.00008987308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000202325,"about_ca_system_score_gemma":0.00002139606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002570784,"about_ca_topic_score_gemma":0.00004117433,"domain_scores_codex":[0.9991859,0.00004619959,0.0001938066,0.0001765369,0.0001572261,0.0002403811],"domain_scores_gemma":[0.9986933,0.00007222906,0.0001063657,0.001036259,0.00004953949,0.00004234535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00000372952,0.00005161084,0.0001170081,0.000006015176,0.000003578891,0.000001484503,0.0001885062,0.0003578892,0.0001389761,0.9411236,0.002748603,0.05525901],"study_design_scores_gemma":[0.0002757849,0.0002024344,0.0004267867,0.00004602783,0.000002907501,0.000001362924,0.0001006242,0.7109527,0.2145776,0.07200659,0.001151121,0.0002560076],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004248728,0.00001764865,0.9639271,0.0006356393,0.0001937811,0.0001118053,3.509154e-7,0.001158159,0.02970677],"genre_scores_gemma":[0.805519,0.00001103663,0.1935645,0.0008117062,0.0000180289,0.00001863657,0.00000138385,0.000004499051,0.00005118557],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.869117,"threshold_uncertainty_score":0.3518336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04194823247914107,"score_gpt":0.2190267046751966,"score_spread":0.1770784721960555,"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."}}