{"id":"W2104783138","doi":"10.1126/scisignal.281pe44","title":"Understanding Modularity in Molecular Networks Requires Dynamics","year":2009,"lang":"en","type":"article","venue":"Science Signaling","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Human Genome Research Institute","keywords":"Modularity (biology); Dynamics (music); Computational biology; Biology; Computer science; Neuroscience; Evolutionary biology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001452433,0.0006665953,0.0007066756,0.001834936,0.0009198429,0.002148122,0.001089671,0.001104822,0.001733972],"category_scores_gemma":[0.007513471,0.0005351767,0.001046594,0.0007947311,0.003799582,0.007635674,0.002290116,0.002049762,0.0004210116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001719411,"about_ca_system_score_gemma":0.0007921801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001801152,"about_ca_topic_score_gemma":0.001181896,"domain_scores_codex":[0.9992384,0.0003025431,0.00003576443,0.0001746966,0.0001699774,0.00007869183],"domain_scores_gemma":[0.9964836,0.002120345,0.000463305,0.0004762726,0.0002509668,0.0002055712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001565219,0.00001767911,0.001143715,0.0001008784,0.00003556676,0.00007470325,0.0002174898,0.06812381,0.002080426,0.9100977,0.0007443189,0.017348],"study_design_scores_gemma":[0.000004435482,0.000008657493,0.000450881,0.00001486155,0.000007778206,0.00004791367,0.00003782008,0.1252336,0.0003317821,0.8706831,0.003168609,0.00001052568],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04233663,0.001993704,0.9439166,0.002838582,0.00007182649,0.00007959929,0.0001775747,0.0002804362,0.008305142],"genre_scores_gemma":[0.772806,0.005286607,0.2163956,0.0004334058,0.0004147242,0.0003367044,0.000370109,0.0001744688,0.003782319],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002148122,"threshold_uncertainty_score":0.01247531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02524147906551613,"score_gpt":0.2556955350601172,"score_spread":0.230454055994601,"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."}}