{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001715856,0.0006385116,0.0005394781,0.001199738,0.0007896556,0.00212035,0.0008672035,0.0009655733,0.002945593],"category_scores_gemma":[0.02240832,0.0004225234,0.0005174611,0.0006853251,0.001418659,0.004228145,0.001230661,0.0007910633,0.0002541174],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001571319,"about_ca_system_score_gemma":0.0009316346,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002915027,"about_ca_topic_score_gemma":0.002343605,"domain_scores_codex":[0.9989691,0.0004028383,0.00005881311,0.0001961007,0.0002185664,0.0001546525],"domain_scores_gemma":[0.9913744,0.005172671,0.001157874,0.001136872,0.0006969654,0.000461277],"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":[0.00007077499,0.00003295387,0.003283874,0.00008275948,0.00002704391,0.0001491085,0.0001919796,0.6990203,0.003159682,0.2829787,0.0009311065,0.01007175],"study_design_scores_gemma":[0.00001748017,0.00003643795,0.001657573,0.00003138723,0.00001666343,0.00007129845,0.0001135204,0.846859,0.001074132,0.1486036,0.001499657,0.00001918426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4650739,0.000610539,0.4954751,0.001591057,0.00005842902,0.0001787918,0.0009117654,0.0004339656,0.0356665],"genre_scores_gemma":[0.9875495,0.0002853356,0.01066666,0.00006448268,0.00001863733,0.0001212186,0.0002026853,0.00005172491,0.001039727],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002945593,"threshold_uncertainty_score":0.0114007,"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."}}