{"id":"W2044607144","doi":"10.1007/s00285-010-0343-y","title":"Control design for sustained oscillation in a two-gene regulatory network","year":2010,"lang":"en","type":"article","venue":"Journal of Mathematical Biology","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":16,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Gene regulatory network; Oscillation (cell signaling); Control theory (sociology); Control (management); Biology; Gene; Mathematics; Computer science; Genetics; Gene expression; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00196228,0.0001439263,0.0004128734,0.00009299582,0.00004310368,0.00001093739,0.0002047385,0.0002127775,0.00003158483],"category_scores_gemma":[0.0006227675,0.0001131985,0.0002245292,0.0001165374,0.0001087811,0.000004201403,0.00003136601,0.0001685432,0.000002644737],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001794138,"about_ca_system_score_gemma":0.0001146503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.097806e-7,"about_ca_topic_score_gemma":0.000009888092,"domain_scores_codex":[0.9985875,0.0001938646,0.0006336874,0.0001797212,0.00009281242,0.0003124006],"domain_scores_gemma":[0.9988055,0.000222342,0.000372815,0.0002501468,0.0002442581,0.0001049791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005418451,0.0001041436,0.002866387,0.00001783178,0.0001832925,0.000004799922,0.00001914937,0.009600361,0.9768949,0.007580862,0.0009419688,0.001244433],"study_design_scores_gemma":[0.02531155,0.005310974,0.01097515,0.0001574483,0.001067229,0.001220386,0.0002328346,0.08297139,0.2998866,0.5580153,0.01310085,0.001750256],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6724247,0.0002002379,0.3267085,0.0002168702,0.0001692527,0.0002227787,0.000002257183,0.000003114345,0.00005222963],"genre_scores_gemma":[0.952609,0.00001048305,0.0462074,0.0001226339,0.0009657136,0.00001241727,0.000008266727,0.00001747963,0.00004663313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6770083,"threshold_uncertainty_score":0.4616101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01030221459799433,"score_gpt":0.2718712676372512,"score_spread":0.2615690530392568,"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."}}