{"id":"W4406142118","doi":"10.20935/acadmed7485","title":"The epidemiology of invasive Haemophilus influenzae in Northwestern Ontario from 2021 to 2022","year":2025,"lang":"en","type":"article","venue":"Academia Medicine","topic":"Influenza Virus Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Haemophilus influenzae; Epidemiology; Medicine; Environmental health; Virology; Microbiology; Biology; Internal medicine; Antibiotics","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":[0.0002691043,0.0002121904,0.0001679723,0.001257271,0.001382051,0.0008969197,0.00053786,0.0003104462,0.001117513],"category_scores_gemma":[0.0007787232,0.0002022592,0.0002400862,0.001302623,0.0004504375,0.0002689489,0.0006437595,0.0002471485,0.0001718209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01074086,"about_ca_system_score_gemma":0.0114458,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9485843,"about_ca_topic_score_gemma":0.9727976,"domain_scores_codex":[0.9994355,0.00003127718,0.00003151528,0.00004538529,0.0002376088,0.0002186645],"domain_scores_gemma":[0.9987054,0.00004321394,0.000363904,0.00002271751,0.0004511163,0.0004136479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004153383,0.00001308837,0.9948922,0.00001841914,0.000008960708,0.0003781386,0.0006841093,0.00005388611,0.0006471676,0.00002832558,0.0005014176,0.002732795],"study_design_scores_gemma":[6.99807e-7,0.00001291792,0.9981815,0.00001431123,0.000002789993,0.0001857463,0.0006853068,0.00003765751,0.00004588764,0.000003387292,0.0008276034,0.000002308526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946313,0.0008258944,0.00008100658,0.0002219323,0.00001201975,0.00002812118,0.001013976,0.000008798233,0.003177004],"genre_scores_gemma":[0.996747,0.0006814043,0.0001193118,0.000106268,0.00001132072,0.00001391566,0.0009802564,0.000002993826,0.00133754],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05141568,"threshold_uncertainty_score":0.1034369,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08798254532157301,"score_gpt":0.406736730913093,"score_spread":0.31875418559152,"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."}}