{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001630404,0.00145967,0.001317034,0.002579984,0.002097576,0.007277546,0.002239301,0.002623025,0.615528],"category_scores_gemma":[0.009567941,0.0004629869,0.001023706,0.002118138,0.0006691212,0.005123792,0.003170708,0.003438738,0.4815433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001728193,"about_ca_system_score_gemma":0.002655222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00184696,"about_ca_topic_score_gemma":0.002025965,"domain_scores_codex":[0.998507,0.0001756048,0.0001295547,0.0002970156,0.0007270512,0.0001638437],"domain_scores_gemma":[0.9951563,0.0007074762,0.0002099094,0.0005002139,0.002387874,0.001038327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001483656,0.0000115489,0.00004282995,0.00009304854,0.000001956024,0.00002211918,0.00002635739,0.00002307842,0.00006400434,0.001382107,0.9722164,0.02610171],"study_design_scores_gemma":[0.000003370664,0.000009370619,0.0001386456,0.00007575157,0.000001655971,0.00003483275,0.00003546557,0.00001926102,0.00003421957,0.0007894647,0.9988545,0.000003372262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008619283,0.01259337,0.003220473,0.04518503,0.3366805,0.0005053913,0.01163493,0.00239156,0.5869269],"genre_scores_gemma":[0.003217558,0.00849002,0.001746271,0.01061902,0.05830158,0.000270902,0.01256877,0.001356652,0.9034293],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.615528,"threshold_uncertainty_score":0,"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."}}