{"id":"W4232816903","doi":"10.3934/dcdsb.2007.8.1i","title":"Preface","year":2007,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - B","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; State (computer science); Human immunodeficiency virus (HIV); Operations research; Biology; Computer science; Engineering; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008445636,0.0001382373,0.0005147198,0.00003267641,0.00008075981,0.00001155381,0.00005195921,0.0002435558,0.00007248837],"category_scores_gemma":[0.0002254867,0.00009020531,0.0000842658,0.00005407836,0.0002795428,0.00003097247,0.00004295898,0.0002224096,0.00003240953],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001458143,"about_ca_system_score_gemma":0.000008099087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003735603,"about_ca_topic_score_gemma":0.000006078164,"domain_scores_codex":[0.9988146,0.00005754889,0.0003902914,0.0002550385,0.00009785486,0.0003846833],"domain_scores_gemma":[0.9990824,0.000364993,0.00005473228,0.000168172,0.0000362377,0.0002934657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002152742,0.00007569786,0.009475735,0.0001505218,0.00007642971,0.00006786334,0.00006797699,0.000001655644,0.0003237012,0.9876634,0.0001166202,0.001765119],"study_design_scores_gemma":[0.01039853,0.004503229,0.2088658,0.001558126,0.00140005,0.004040239,0.002795183,0.5042534,0.0003734055,0.2350397,0.02453498,0.002237442],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7730966,0.000482322,0.169614,0.000932415,0.0001564855,0.0003747243,0.000004899484,0.00009194617,0.05524666],"genre_scores_gemma":[0.9957884,0.00001645431,0.0002139208,0.00044261,0.0001015648,0.00001282367,0.00001143535,0.00001078474,0.003401991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7526237,"threshold_uncertainty_score":0.3678466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01074632623189551,"score_gpt":0.2750585263526561,"score_spread":0.2643122001207606,"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."}}