{"id":"W4251961334","doi":"10.1002/wcm.639","title":"Optimal placement and routing strategies for resilient two‐tiered sensor networks","year":2008,"lang":"en","type":"article","venue":"Wireless Communications and Mobile Computing","topic":"Energy Efficient Wireless Sensor Networks","field":"Computer Science","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Relay; Computer science; Node (physics); Computer network; Routing (electronic design automation); Wireless sensor network; Link Access Procedure for Frame Relay; Relay channel; Topology (electrical circuits); Distributed computing; Mathematics; Power (physics)","routes":{"ca_aff":true,"ca_fund":true,"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","sts"],"consensus_categories":[],"category_scores_codex":[0.0004723363,0.0002560098,0.0003184523,0.0001019069,0.001684052,0.00029166,0.0009883476,0.00009065973,6.827605e-7],"category_scores_gemma":[0.00001320636,0.0002640981,0.0000644016,0.0002950752,0.0003334076,0.000246896,0.001487526,0.0002825649,6.456341e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004812445,"about_ca_system_score_gemma":0.00007163679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000448873,"about_ca_topic_score_gemma":0.00001577871,"domain_scores_codex":[0.9981116,0.0001836555,0.0004858477,0.000538159,0.0001728719,0.000507845],"domain_scores_gemma":[0.9972453,0.0008308673,0.0002426123,0.001369412,0.0001675679,0.0001442269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001037222,0.0000962217,0.0004753419,0.00001557356,0.00002907884,0.000003146754,0.002770176,0.9377792,0.0002098883,0.03115035,0.00006992383,0.02739076],"study_design_scores_gemma":[0.0007394238,0.0001244601,0.0002668528,0.00009065517,0.00001070594,0.0000756806,0.001328093,0.9958003,0.00005937608,0.00002337944,0.001188025,0.0002931111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4196557,0.001554607,0.5778171,0.000110319,0.00009952709,0.0003675483,0.000001831858,0.00016523,0.0002280565],"genre_scores_gemma":[0.799748,0.0008083626,0.1991417,0.00008087938,0.00007042548,0.00007247735,0.00001633624,0.0000208936,0.00004090349],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3800923,"threshold_uncertainty_score":0.9999811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02483336645556223,"score_gpt":0.2725219187781038,"score_spread":0.2476885523225416,"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."}}