{"id":"W4414128104","doi":"10.63946/aubiomed/16759","title":"Hospital-Acquired Infections in the Age of Antimicrobial Resistance and Smart Surveillance.","year":2025,"lang":"en","type":"article","venue":"Australian Journal of Biomedical Research","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Lethbridge; Saskatchewan Health","funders":"","keywords":"Antimicrobial stewardship; Antibiotic resistance; Covert; Resistance (ecology); Health care; Work (physics); Stewardship (theology); Drug resistance; Infection control","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.01000427,0.0005333915,0.0006815078,0.002419971,0.003614212,0.009293135,0.001056229,0.006739698,0.006036454],"category_scores_gemma":[0.03341426,0.0005473671,0.0008714147,0.002234635,0.01044901,0.01299455,0.006973404,0.009290747,0.001888113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003939492,"about_ca_system_score_gemma":0.008161878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00542917,"about_ca_topic_score_gemma":0.00848981,"domain_scores_codex":[0.9872268,0.005814156,0.0008316687,0.0007708524,0.00444608,0.0009104924],"domain_scores_gemma":[0.9732964,0.01294192,0.004282509,0.001546259,0.004644455,0.003288563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001227643,0.0000870637,0.01171993,0.002456482,0.0001070788,0.001784079,0.03043676,0.0005418841,0.001267448,0.2749481,0.3427885,0.3337399],"study_design_scores_gemma":[0.000007716269,0.00009639171,0.007048396,0.002316454,0.00003432776,0.001988882,0.007776244,0.0003221114,0.000275309,0.07373483,0.9063364,0.0000629537],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.008174203,0.1649066,0.006549796,0.7421657,0.02169506,0.00003864419,0.0001582274,0.0001842202,0.0561275],"genre_scores_gemma":[0.2100171,0.4249525,0.01171705,0.2770172,0.03249177,0.0001162384,0.0002718061,0.0002375255,0.04317882],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01000427,"threshold_uncertainty_score":0.05290824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02911918195478253,"score_gpt":0.3431606448177162,"score_spread":0.3140414628629337,"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."}}