{"id":"W1552042875","doi":"10.1002/acs.1297","title":"Sensor network design for complex systems","year":2011,"lang":"en","type":"article","venue":"International Journal of Adaptive Control and Signal Processing","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Observability; Observer (physics); Complex system; Computer science; Observable; Scale (ratio); Fault tolerance; Complex network; Control engineering; Distributed computing; Engineering; Artificial intelligence; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005139558,0.0003869392,0.000348223,0.0002726754,0.0002401755,0.0005446551,0.0005340977,0.0003419736,0.002957748],"category_scores_gemma":[0.001193565,0.0001704741,0.0002259386,0.0002034382,0.0004225181,0.0006312022,0.0006421816,0.0005549851,0.0002971026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000503119,"about_ca_system_score_gemma":0.0004045922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007706405,"about_ca_topic_score_gemma":0.0007835104,"domain_scores_codex":[0.9997163,0.00009711229,0.00001456215,0.00006973781,0.0000807435,0.00002150505],"domain_scores_gemma":[0.9997013,0.0001204641,0.00004282052,0.00003098879,0.00008626597,0.00001808314],"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":[0.0001070299,0.00003468459,0.0004247309,0.0003308514,0.00004688396,0.00009804333,0.00009624452,0.7091377,0.0191106,0.1595006,0.003063049,0.1080496],"study_design_scores_gemma":[0.00001500629,0.00005123623,0.0001035784,0.00001744843,0.000008685675,0.00003999158,0.00001313796,0.9596631,0.002198912,0.0300939,0.007788408,0.000006540249],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006272478,0.000572658,0.9879732,0.0002503275,0.00007995433,0.00003566699,0.00003178817,0.00009342974,0.004690455],"genre_scores_gemma":[0.8017228,0.001489302,0.1875457,0.0001898719,0.0001369631,0.0003244057,0.0001282142,0.00005027892,0.008412421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002957748,"threshold_uncertainty_score":0.009894669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04413235456827252,"score_gpt":0.2408952050476866,"score_spread":0.196762850479414,"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."}}