{"id":"W3158907118","doi":"10.1038/s41598-021-88529-5","title":"Dilations and degeneracy in network controllability","year":2021,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Opportunistic and Delay-Tolerant Networks","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Controllability; Degeneracy (biology); Network controllability; Computer science; Operationalization; Degenerate energy levels; CLARITY; Set (abstract data type); Topology (electrical circuits); Theoretical computer science; Complex network; Perspective (graphical); Distributed computing; Mathematics; Artificial intelligence; Betweenness centrality; Epistemology; Physics","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":[0.001565319,0.00009614247,0.0001856619,0.00005291109,0.0002763062,0.0005529515,0.0001389359,0.00005385274,0.00004781166],"category_scores_gemma":[0.00005405233,0.00009141117,0.00004281541,0.0008574681,0.0001350041,0.0003194142,0.0002240274,0.0001056627,0.000005192277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002463983,"about_ca_system_score_gemma":0.0003373084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001161594,"about_ca_topic_score_gemma":0.0001077278,"domain_scores_codex":[0.9980612,0.00009182017,0.0004534759,0.0007918836,0.0002832984,0.0003182907],"domain_scores_gemma":[0.9984534,0.0001160575,0.000130073,0.0009826927,0.0001732538,0.0001444996],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001542477,0.0005134342,0.4302053,0.00005188885,0.00004853582,0.01313517,0.001661217,0.00790802,0.001894673,0.05561935,0.09773166,0.3912153],"study_design_scores_gemma":[0.000352171,0.00001472382,0.02142922,0.00004708293,0.00001124054,0.0008638534,0.00003233138,0.712994,0.0002683541,0.2138433,0.04981006,0.0003336655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2668423,0.002327631,0.702201,0.001550686,0.01318068,0.0003256465,0.000001413159,0.0001480745,0.01342254],"genre_scores_gemma":[0.9853582,0.000008693328,0.01268372,0.0001306584,0.00008964653,0.000009665292,0.00001411733,0.000003913727,0.001701408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7185159,"threshold_uncertainty_score":0.5332124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01347088414668467,"score_gpt":0.2327127316404189,"score_spread":0.2192418474937343,"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."}}