{"id":"W2003153048","doi":"10.1007/s11538-011-9646-4","title":"Impact of Imitation Processes on the Effectiveness of Ring Vaccination","year":2011,"lang":"en","type":"article","venue":"Bulletin of Mathematical Biology","topic":"Virology and Viral Diseases","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Guelph","funders":"National Institute of General Medical Sciences","keywords":"Imitation; Vaccination; Ring (chemistry); Mass vaccination; Smallpox; Psychology; Medicine; Social psychology; Virology","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":[0.0004341051,0.00006283132,0.0002518123,0.00004267554,0.00001141521,3.059691e-7,0.00005740299,0.00007446184,0.001077771],"category_scores_gemma":[0.002832338,0.00003280976,0.00007875141,0.00005525591,0.0001177818,0.000004588166,0.00001558472,0.00004997768,0.00002242701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006752779,"about_ca_system_score_gemma":0.00002854674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001050942,"about_ca_topic_score_gemma":1.419295e-7,"domain_scores_codex":[0.9994046,0.0001881458,0.0002083494,0.00007903324,0.00004818961,0.00007169392],"domain_scores_gemma":[0.9981502,0.001453846,0.000129329,0.0001180231,0.0001289795,0.00001963056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.01651375,0.006705905,0.2226401,0.0131036,0.0009419832,0.000005547732,0.001230752,0.00001033067,0.1539861,0.5804171,0.0004505824,0.00399434],"study_design_scores_gemma":[0.0007217556,0.00334035,0.8493583,0.0003468813,0.0001104797,0.000005915331,0.00004531316,0.00001681253,0.0932994,0.05270206,0.000007110652,0.00004558755],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9900492,0.00006163747,0.0004347041,0.000104035,0.000008846727,0.0002560961,0.000006500361,0.000007058158,0.009071924],"genre_scores_gemma":[0.9996275,0.000009747235,0.000300407,0.00001954996,0.000006500131,0.00001731419,0.000004656563,0.000004240535,0.00001008926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6267183,"threshold_uncertainty_score":0.9998354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04094882300120589,"score_gpt":0.3217924887284131,"score_spread":0.2808436657272072,"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."}}