{"id":"W7057943469","doi":"","title":"Molecular analysis of three Canadian Mumps outbreaks in mainly vaccinated populations","year":2023,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Immunization Research Network","keywords":"Outbreak; Mumps virus; MMR vaccine; Rubella; Genotype; Mumps vaccine; Measles; Measles-Mumps-Rubella Vaccine","routes":{"ca_aff":false,"ca_fund":true,"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":[0.0005126885,0.0007532071,0.0004710583,0.002290336,0.003205518,0.0007505217,0.0009893761,0.0005591692,0.0008806092],"category_scores_gemma":[0.001663418,0.0003142962,0.0005091756,0.002637609,0.0008415234,0.000107341,0.0006228259,0.0005653826,0.0001472698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01433297,"about_ca_system_score_gemma":0.006748642,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9631476,"about_ca_topic_score_gemma":0.9684858,"domain_scores_codex":[0.9991148,0.00004800511,0.00002554378,0.0002049694,0.0002931896,0.000313522],"domain_scores_gemma":[0.9990139,0.00005695836,0.000102876,0.00004686,0.0005319607,0.0002473663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001097676,0.0001879237,0.9134082,0.0001622474,0.0002981345,0.001325428,0.009126371,0.0006298988,0.04176383,0.0003814175,0.002230119,0.02938877],"study_design_scores_gemma":[0.000008860781,0.00007469212,0.9963316,0.000008529778,0.00003161508,0.0002151033,0.001085685,0.0002093977,0.0006970877,0.00001025854,0.0013164,0.00001079907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975637,0.0001977008,0.0001418246,0.00006062797,0.000006907018,0.00006137177,0.0009289766,0.00001049217,0.001028434],"genre_scores_gemma":[0.9952318,0.0003359166,0.000549654,0.0001049235,0.000006311057,0.00002786604,0.002454836,0.000008405115,0.001280355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03685242,"threshold_uncertainty_score":0.1039934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01733279667749123,"score_gpt":0.2382156313636178,"score_spread":0.2208828346861266,"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."}}