{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000656389,0.0003213756,0.0004570636,0.001130287,0.004544149,0.002124821,0.001135468,0.0004435674,0.003015533],"category_scores_gemma":[0.002448713,0.0003300224,0.0006174622,0.003255142,0.0006607453,0.0004031463,0.001498735,0.0009953798,0.0002086556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1196975,"about_ca_system_score_gemma":0.1766396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9989812,"about_ca_topic_score_gemma":0.9995763,"domain_scores_codex":[0.9986624,0.00009471514,0.00007472333,0.00007124468,0.0004883557,0.0006085457],"domain_scores_gemma":[0.996854,0.0001270852,0.0003690603,0.00004119841,0.001259088,0.001349576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001621342,0.00009486506,0.916956,0.0004846964,0.0001980407,0.001335408,0.005134998,0.0006953363,0.0004571912,0.003541108,0.03210126,0.03883886],"study_design_scores_gemma":[0.00001947359,0.00004316344,0.9720578,0.0004358263,0.0000754649,0.0002611568,0.008351833,0.0006233028,0.0001097897,0.0001712224,0.01781644,0.00003458384],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9185767,0.009680378,0.0002066407,0.01664156,0.000196347,0.0002248684,0.01721668,0.00004305585,0.0372138],"genre_scores_gemma":[0.975902,0.01063766,0.0006412749,0.001366663,0.00003735101,0.00008307804,0.002534558,0.00001629394,0.008781064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1196975,"threshold_uncertainty_score":0.8684703,"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."}}