{"id":"W7135022893","doi":"10.36584/cjic.2025.004.02.172.178","title":"Regional variation in community bacteremia pathogens in British Columbia, Canada","year":2025,"lang":"","type":"article","venue":"Canadian Journal of Infection Control","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ciprofloxacin; Salmonella; Population; Antimicrobial; Staphylococcus aureus; Ceftriaxone; Antibiotic resistance; Bacteremia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00145117,0.0001204986,0.0003311159,0.0002366351,0.0002909805,0.0003844693,0.0001865556,0.0002853076,0.0001626069],"category_scores_gemma":[0.001863101,0.0002247273,0.0001135375,0.0004147028,0.00007542174,0.00002559805,0.00001388771,0.0007123186,6.295756e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001294301,"about_ca_system_score_gemma":0.01398438,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.996679,"about_ca_topic_score_gemma":0.9999884,"domain_scores_codex":[0.9973949,0.0009674346,0.001010268,0.000192274,0.0001067934,0.0003283005],"domain_scores_gemma":[0.9982734,0.0001049465,0.0004224729,0.0002520267,0.0006516936,0.0002954134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002942486,0.00007316398,0.9736665,0.00005144467,0.00006418375,0.00004527894,0.0001002855,0.0002458046,0.01615445,0.000007403105,0.002643741,0.0069183],"study_design_scores_gemma":[0.002033547,0.00007964316,0.9805038,0.0003218121,0.00003104745,0.00008581975,0.0001331257,0.0001392288,0.00003776728,0.00008464255,0.01639058,0.0001589649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959422,0.0004457408,0.0004210444,0.0007829059,0.001761523,0.0002431314,0.00009295393,0.000001370763,0.0003090799],"genre_scores_gemma":[0.9983513,0.00008840716,0.00002131089,0.000986897,0.0001790578,0.000005920415,0.00003835997,0.00001041902,0.0003183685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01611668,"threshold_uncertainty_score":0.9916054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007748661347532499,"score_gpt":0.2098284133960527,"score_spread":0.2020797520485202,"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."}}