{"id":"W4413770366","doi":"10.1093/jac/dkaf263","title":"Gram-positive pathogens from Canadian hospitals: 17 years of results from the CANWARD study (2007–23)","year":2025,"lang":"en","type":"article","venue":"Journal of Antimicrobial Chemotherapy","topic":"Antibiotic Resistance in Bacteria","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Public Health Agency of Canada; Royal University Hospital; Queen Elizabeth II Health Sciences Centre; Hôpital Maisonneuve-Rosemont; Western University; University of Manitoba","funders":"Sandoz Canada; Merck Canada; University of Manitoba; Cell Science Research Foundation; Pfizer","keywords":"Gram; Medicine; Pathogenic organism; Microbiology; Gram-positive bacterial infections; Biology; Antibiotics; Bacteria","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002037134,0.0008826468,0.0007705513,0.002826426,0.003381327,0.001734178,0.001498746,0.0008547915,0.001943779],"category_scores_gemma":[0.002957331,0.0006316241,0.0009693034,0.00756016,0.0008118086,0.0007073255,0.001758149,0.0009690509,0.0006859021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02764263,"about_ca_system_score_gemma":0.03979202,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9859328,"about_ca_topic_score_gemma":0.9897692,"domain_scores_codex":[0.9957843,0.0001621582,0.0002200841,0.0004339413,0.002096241,0.00130315],"domain_scores_gemma":[0.9933057,0.0001549903,0.0008912017,0.0001909233,0.004552089,0.0009050746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002143014,0.00006517786,0.9866139,0.0001253367,0.0001092668,0.0002068119,0.0007173881,0.0000559492,0.0003109515,0.0000404504,0.0054393,0.006101064],"study_design_scores_gemma":[0.000009021098,0.00004734066,0.9965532,0.00003523301,0.00003568853,0.0000960013,0.0005806452,0.00003681168,0.00007478215,0.000005546872,0.002515573,0.00001018083],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9199303,0.003043835,0.0002780331,0.0007137918,0.0000686675,0.0002641871,0.06774113,0.00006084752,0.007899203],"genre_scores_gemma":[0.9508388,0.002157658,0.0006645261,0.0006912644,0.00006816867,0.0001275823,0.04219871,0.00003285503,0.003220501],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02764263,"threshold_uncertainty_score":0.2005622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004481879358248822,"score_gpt":0.2345370173292343,"score_spread":0.2300551379709855,"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."}}