{"id":"W2415626237","doi":"10.1038/srep18693","title":"Topological constraints on network control profiles","year":2015,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Science Foundation","keywords":"Controllability; Computer science; Topology (electrical circuits); Complex network; Network structure; Network formation; Network model; Distributed computing; Control (management); Data mining; Mathematics; Artificial intelligence","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001367541,0.0001414678,0.0002439232,0.0000584169,0.0002041291,0.0002046614,0.0001403167,0.00003572875,0.001354289],"category_scores_gemma":[0.0000318281,0.000111753,0.0001357533,0.0003218239,0.000438227,0.00006396957,0.00005740393,0.0001327064,0.00007290702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002751872,"about_ca_system_score_gemma":0.0001434656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002177557,"about_ca_topic_score_gemma":0.00000260049,"domain_scores_codex":[0.998261,0.00008158822,0.0003749429,0.0005466905,0.0003788392,0.0003568896],"domain_scores_gemma":[0.9987348,0.00004739459,0.0002286098,0.0006393214,0.0001614556,0.0001883859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002690375,0.0003031064,0.2378646,0.000002793404,0.0001324801,0.0002598289,0.00009785268,0.002886807,0.0003454144,0.1045864,0.6280684,0.02542544],"study_design_scores_gemma":[0.0005451902,0.0001649587,0.003977824,0.00006147652,0.00009249159,0.00004679642,0.0002525517,0.002267464,0.003269539,0.7735566,0.2151654,0.0005996345],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5624101,0.0001560494,0.04425102,0.0006673327,0.00835216,0.001218048,0.00001272379,0.0005824999,0.3823501],"genre_scores_gemma":[0.9965959,7.600832e-8,0.001150779,0.0000490637,0.0005654793,0.00004040898,0.00004954818,0.000008517296,0.001540197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6689703,"threshold_uncertainty_score":0.9995586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02612884068687257,"score_gpt":0.2797783651920613,"score_spread":0.2536495245051888,"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."}}