{"id":"W2078008084","doi":"10.1126/science.1242063","title":"Control Profiles of Complex Networks","year":2014,"lang":"en","type":"article","venue":"Science","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":394,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Complex network; Computer science; Statistic; Control (management); Complex system; Distributed computing; Topology (electrical circuits); Network topology; Function (biology); Small-world network; Control system; Control function; Artificial intelligence; Computer network; Mathematics; Engineering; Statistics; Biology","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":[0.0004666942,0.00005710972,0.00009409039,0.00003188616,0.00007275124,0.00001025925,0.0002921986,0.00003214541,0.00001453639],"category_scores_gemma":[0.00005846925,0.00004933881,0.00004688273,0.0002304567,0.0004572779,0.000001917389,0.00006238182,0.00002183139,0.000003093237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004010791,"about_ca_system_score_gemma":0.0000435721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002787393,"about_ca_topic_score_gemma":0.000005013709,"domain_scores_codex":[0.9993188,0.0000319363,0.000108587,0.0002157975,0.0001463807,0.0001784509],"domain_scores_gemma":[0.9994563,0.000006515096,0.00006560375,0.0003107556,0.0001031378,0.00005768689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000007649169,0.00001200188,0.01468663,0.00000274802,0.00001012688,6.475132e-8,0.000004240469,0.0163718,0.9650748,0.0003613531,0.0004177488,0.003050847],"study_design_scores_gemma":[0.0008476903,0.0003825352,0.1924005,0.00001381659,0.00005401003,0.000007667399,0.00003004553,0.305215,0.4613195,0.0002974879,0.03906168,0.0003701445],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9372329,0.0001983663,0.06105734,0.00005965513,0.0000775818,0.00007368712,0.000001649453,0.000006152809,0.001292661],"genre_scores_gemma":[0.9988502,0.000006255707,0.0007942744,0.000119387,0.0001199774,0.000002970181,0.000005014507,0.000003925613,0.00009802632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5037553,"threshold_uncertainty_score":0.2011978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00731421571316684,"score_gpt":0.2333693393838749,"score_spread":0.2260551236707081,"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."}}