{"id":"W3202734911","doi":"10.1128/spectrum.00803-21","title":"Increased Incidence of Invasive Haemophilus influenzae Disease Driven by Non-Type B Isolates in Ontario, Canada, 2014 to 2018","year":2021,"lang":"en","type":"article","venue":"Microbiology Spectrum","topic":"Bacterial Infections and Vaccines","field":"Immunology and Microbiology","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Public Health Agency of Canada; University of Toronto; Public Health Ontario","funders":"","keywords":"Haemophilus influenzae; Serotype; Incidence (geometry); Ampicillin; Population; Microbiology; Medicine; Amp resistance; Antibiotic resistance; Antibiotics; Biology; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001012592,0.0002600441,0.0005207752,0.0001415202,0.0001136091,0.00001069887,0.0002620806,0.0002583285,0.002931537],"category_scores_gemma":[0.000151377,0.0002569638,0.00007168165,0.0002769871,0.0001299078,0.00007459258,0.000239214,0.0003531933,0.0002223384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003612667,"about_ca_system_score_gemma":0.002138048,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9310822,"about_ca_topic_score_gemma":0.9945225,"domain_scores_codex":[0.998337,0.0001900451,0.0004747562,0.0004886109,0.00001031961,0.0004992245],"domain_scores_gemma":[0.9990814,0.0001489431,0.0001472252,0.0004229388,0.0001215715,0.00007792579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002331421,0.00009810479,0.2415109,0.000009686816,0.00007959078,0.00001743864,0.00008703004,0.00001442333,0.7018145,0.00002064741,0.05610505,0.00000950075],"study_design_scores_gemma":[0.001189812,0.0002535817,0.3977054,0.00007852854,0.0000463405,0.0001280002,0.00004689179,6.904661e-7,0.5437461,0.00007443967,0.05637796,0.000352225],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995822,0.0009876235,0.000006863629,0.00119624,0.00129297,0.0002558895,0.000313552,0.00001903267,0.0001058628],"genre_scores_gemma":[0.9967759,0.00005465987,0.00003811821,0.0008821666,0.0000275261,0.00001571463,0.0007660936,0.00001748912,0.001422322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1580684,"threshold_uncertainty_score":0.9999883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006316015849380365,"score_gpt":0.2059423603678909,"score_spread":0.1996263445185106,"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."}}