{"id":"W2061310665","doi":"10.1142/s0218127405012302","title":"BIFURCATIONS IN GLASS NETWORKS","year":2005,"lang":"en","type":"article","venue":"International Journal of Bifurcation and Chaos","topic":"Gene Regulatory Network Analysis","field":"Biochemistry, Genetics and Molecular Biology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Multistability; Intermittency; Bifurcation; Cascade; Sigmoid function; Period-doubling bifurcation; Mathematics; Statistical physics; Pitchfork bifurcation; Bifurcation theory; Artificial neural network; Nonlinear system; Computer science; Physics; Artificial intelligence; Mechanics","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":[0.0002139807,0.00006798199,0.00008603325,0.0001663462,0.00002047007,0.00002589286,0.0001724035,0.00006331083,0.00002601723],"category_scores_gemma":[0.00003435465,0.00006479278,0.00006380757,0.00008790757,0.00003057839,0.00001223765,0.00003478752,0.00007315105,0.000003103818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003187209,"about_ca_system_score_gemma":0.00004516004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003904534,"about_ca_topic_score_gemma":0.00008416535,"domain_scores_codex":[0.9993182,0.00003280265,0.0003053862,0.0001003423,0.0001623917,0.00008083316],"domain_scores_gemma":[0.9994026,0.00000911821,0.0001918415,0.00008643691,0.0002564208,0.00005360608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004731911,0.000775001,0.2533177,0.0000114021,0.00100045,0.00002215188,0.0007858045,0.2253205,0.1061285,0.003382446,0.0128556,0.3959272],"study_design_scores_gemma":[0.004953581,0.0003973859,0.3702543,0.000137755,0.0001260479,0.0007167098,0.0006373162,0.07972566,0.03118953,0.0006345937,0.510527,0.0007000973],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9828073,0.001804712,0.01114159,0.003530183,0.0002687759,0.00004506853,0.000001838986,0.000002747899,0.0003977643],"genre_scores_gemma":[0.9966577,0.000959879,0.0007028983,0.0004006491,0.0009872082,0.000002575526,0.00001993877,0.000007024431,0.0002621595],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4976714,"threshold_uncertainty_score":0.2642173,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005482150930350527,"score_gpt":0.2517728433148574,"score_spread":0.2462906923845068,"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."}}