{"id":"W2149780759","doi":"10.1371/journal.pone.0023016","title":"Dominating Biological Networks","year":2011,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Mitacs; National Science Foundation","keywords":"Centrality; Computational biology; Biological network; Function (biology); Systems biology; Gene; Interaction network; Biology; Computer science; Topology (electrical circuits); Genetics; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001633926,0.001698003,0.001534047,0.004100068,0.001677144,0.004037907,0.001641815,0.001901429,0.01213912],"category_scores_gemma":[0.00875026,0.0006495794,0.001240381,0.003154693,0.002000271,0.004445074,0.002844641,0.001303761,0.002722457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001804891,"about_ca_system_score_gemma":0.0007991837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001436928,"about_ca_topic_score_gemma":0.001380339,"domain_scores_codex":[0.9975974,0.000810665,0.0001451924,0.0007582928,0.0005063217,0.0001821107],"domain_scores_gemma":[0.9959317,0.002148127,0.0005637978,0.0004440299,0.0006300618,0.0002822453],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001257484,0.00005894777,0.002940529,0.0007666063,0.0002461368,0.0006522893,0.000511811,0.06527784,0.002835009,0.8278445,0.01557224,0.08316831],"study_design_scores_gemma":[0.00003633963,0.00004178555,0.0008383021,0.0000846861,0.00005636083,0.0006349178,0.0001588237,0.09003738,0.0006888002,0.8538337,0.05355906,0.00002970902],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07022148,0.0100202,0.8247735,0.004169226,0.00063812,0.0007321233,0.006198577,0.00110235,0.08214451],"genre_scores_gemma":[0.6718943,0.01151529,0.2640905,0.001953568,0.001075386,0.00146763,0.0083798,0.0002776854,0.03934587],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01213912,"threshold_uncertainty_score":0.04060936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05405361379952921,"score_gpt":0.2076737296270577,"score_spread":0.1536201158275284,"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."}}