{"id":"W6963352340","doi":"10.20381/ruor-31261","title":"The Health and Economic Impacts of Group B Streptococcus Disease Among Infants in Ontario, Canada","year":2025,"lang":"en","type":"dissertation","venue":"University of Ottawa - Library","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Disease; Disease burden; Incidence (geometry); Epidemiology; Public health; Pregnancy; Group B; Economic impact analysis; Infant mortality; Immunization","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":[0.00002496883,0.00009134338,0.0002307076,0.0001153247,0.00006936987,0.000005469111,0.00008125256,0.00004816351,0.0001468483],"category_scores_gemma":[0.000005886297,0.00008423993,0.00004635282,0.00004728905,0.00004125596,0.0001720671,0.00003815003,0.000164932,2.823167e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001697014,"about_ca_system_score_gemma":0.004010794,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9843132,"about_ca_topic_score_gemma":0.9981167,"domain_scores_codex":[0.9995353,0.00002020381,0.000153339,0.0001229622,0.00006495236,0.0001032908],"domain_scores_gemma":[0.9994711,0.00004677242,0.0001738526,0.000127102,0.000009385885,0.000171816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004104208,0.0000325619,0.988753,0.0005118927,0.0000684498,0.00004814207,0.0003209865,0.0000024746,0.000003288021,0.00104699,0.00803561,0.0007662303],"study_design_scores_gemma":[0.0004884962,0.00007450992,0.9821506,0.0005890747,0.00003231363,5.4412e-7,0.0008383616,0.000007841281,0.00003036088,0.00008175886,0.01564797,0.0000581836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894646,0.0004285006,1.593462e-7,0.0002153109,0.0001630277,0.0002799745,0.0001748467,0.000007904393,0.009265703],"genre_scores_gemma":[0.9767677,0.0003484557,0.00001349332,0.00005883365,0.000008437868,3.69064e-7,0.0007868794,0.000006302778,0.0220096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01380348,"threshold_uncertainty_score":0.7114976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003973745585457722,"score_gpt":0.191386129465402,"score_spread":0.1874123838799442,"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."}}