{"id":"W2004891263","doi":"10.1016/s0006-3495(04)74085-0","title":"Why the Lysogenic State of Phage λ Is So Stable: A Mathematical Modeling Approach","year":2004,"lang":"en","type":"article","venue":"Biophysical Journal","topic":"Evolution and Genetic Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":93,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Lysogenic cycle; Lytic cycle; Steady state (chemistry); Physics; Saddle; Bacteriophage; Chemistry; Biology; Mathematics; Genetics","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":[0.0006072564,0.0003682963,0.0006872418,0.0004107395,0.0007050722,0.001456188,0.001279374,0.002018788,0.002890601],"category_scores_gemma":[0.00260481,0.0004096297,0.001005919,0.0002780686,0.001274568,0.002608016,0.0009242346,0.001046868,0.0003169173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001036637,"about_ca_system_score_gemma":0.001053637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004164304,"about_ca_topic_score_gemma":0.001443303,"domain_scores_codex":[0.9998685,0.00003507552,0.000007326974,0.00002563592,0.00003162494,0.00003186574],"domain_scores_gemma":[0.9994173,0.0003461448,0.00007622593,0.0000411911,0.00006922298,0.00004994415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004444547,0.00006246721,0.001420381,0.00009520626,0.00004949015,0.0002695637,0.0001937851,0.5319463,0.005832959,0.4551077,0.001494588,0.003483065],"study_design_scores_gemma":[0.000016516,0.00001683616,0.0002867552,0.000008554637,0.0000137653,0.00004671379,0.00004999242,0.8692376,0.0003400054,0.1293667,0.0006019375,0.00001469301],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5408989,0.001332117,0.3680158,0.0156023,0.0003751155,0.00008905283,0.0003398221,0.0002932936,0.07305351],"genre_scores_gemma":[0.9869708,0.0004725853,0.005882499,0.000426854,0.00008123663,0.00005365534,0.00004243677,0.00005410257,0.006015827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004164304,"threshold_uncertainty_score":0.00966996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149884510394892,"score_gpt":0.2439921091354283,"score_spread":0.2324932640314794,"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."}}