{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003179089,0.0003680191,0.000357174,0.001265493,0.002030382,0.001156671,0.0007389526,0.0004112963,0.002441365],"category_scores_gemma":[0.001358106,0.0002789948,0.0005059639,0.002020147,0.0004928709,0.0003582474,0.0005768604,0.0007854874,0.0002153811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02493508,"about_ca_system_score_gemma":0.0327975,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9926502,"about_ca_topic_score_gemma":0.9964532,"domain_scores_codex":[0.9992248,0.00003078402,0.0000424211,0.0001213527,0.0003409472,0.0002398017],"domain_scores_gemma":[0.9982036,0.00005009316,0.0003738784,0.00003923729,0.0008573233,0.0004757446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001660343,0.00003001351,0.9854447,0.0001025024,0.00007644181,0.0003303835,0.0007852593,0.0001422358,0.001294379,0.00008091779,0.003443714,0.008103406],"study_design_scores_gemma":[0.000004446754,0.00002067967,0.9969354,0.00003737651,0.00001786333,0.000155239,0.000653198,0.0001453868,0.0001238507,0.00001239024,0.001887443,0.000006790449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976617,0.002706682,0.0003061943,0.001110567,0.00007162465,0.00009576141,0.01186988,0.00006570754,0.007156532],"genre_scores_gemma":[0.992283,0.001503247,0.000261509,0.0003284703,0.00002917943,0.00001902701,0.00263096,0.00001424989,0.002930396],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02493508,"threshold_uncertainty_score":0.1809175,"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."}}