{"id":"W2591037673","doi":"10.1007/978-3-319-53208-0_6","title":"Pulse Control Strategies","year":2017,"lang":"en","type":"book-chapter","venue":"Nonlinear systems and complexity","topic":"Mathematical and Theoretical Epidemiology and Ecology Models","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Context (archaeology); Vaccination; Pulse (music); Population; Control (management); Control theory (sociology); Computer science; Set (abstract data type); Incidence (geometry); Epidemic model; Medicine; Mathematical optimization; Mathematics; Telecommunications; Geography; Artificial intelligence; Virology; Environmental health","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004888655,0.0002959104,0.001274902,0.00003983585,0.0002306365,0.00004658804,0.0001120312,0.000640768,0.001020383],"category_scores_gemma":[0.0001053431,0.0002050494,0.000170295,0.000002855848,0.001065514,0.00003997524,0.00005857654,0.0005356201,0.000224425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001484845,"about_ca_system_score_gemma":0.00008727662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005900735,"about_ca_topic_score_gemma":0.00001992365,"domain_scores_codex":[0.9987798,0.00003938504,0.0004529424,0.0003532809,0.0001249295,0.0002496929],"domain_scores_gemma":[0.9987289,0.0002206494,0.0002330631,0.0004881852,0.0001014645,0.0002277395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001200085,0.00003302404,0.00003076758,0.0005403201,0.0002016427,0.00006620994,0.00001266191,0.000001004182,0.000001852918,0.9981625,0.0004003812,0.0004296153],"study_design_scores_gemma":[0.001487289,0.0004488655,0.0004210058,0.0008015956,0.0004625502,0.0004552618,0.00002292084,0.03126233,4.967175e-7,0.8403507,0.1239101,0.0003769249],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004182711,0.001366892,0.004661975,0.0009767677,0.0003051209,0.0005492275,0.0001376468,0.00006400296,0.9915201],"genre_scores_gemma":[0.424849,0.000297251,0.0007016686,0.0007367217,0.001391776,0.00003102728,0.0001224897,0.00005813872,0.5718119],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4244308,"threshold_uncertainty_score":0.9998928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09596788390831551,"score_gpt":0.3196553349931703,"score_spread":0.2236874510848548,"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."}}