{"id":"W2256867183","doi":"10.1155/2014/359523","title":"Antimicrobial Stewardship in Daily Practice: Managing an Important Resource","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Infectious Diseases and Medical Microbiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Paediatric Society","funders":"","keywords":"Antimicrobial stewardship; Intensive care medicine; Pyuria; Antimicrobial; Stewardship (theology); Pneumonia; Medicine; Chest radiograph; Antibiotics; Antibiotic resistance; Biology; Internal medicine; Urine; Microbiology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008235479,0.000183521,0.0004507458,0.0003473448,0.0001922002,0.00002873333,0.0002470569,0.0003689294,0.0002756135],"category_scores_gemma":[0.001117543,0.0001489639,0.00009376558,0.0001398707,0.0006401553,0.0001326438,0.00003018187,0.0005782446,0.00001597227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008402956,"about_ca_system_score_gemma":0.0009027529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002950001,"about_ca_topic_score_gemma":0.0153929,"domain_scores_codex":[0.9980522,0.0005320884,0.0006019291,0.0002524607,0.00003178673,0.0005295037],"domain_scores_gemma":[0.9987199,0.0002215795,0.0003105561,0.0001697632,0.0001065074,0.0004717087],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001345589,0.001316172,0.7570218,0.0004346712,0.001074509,0.004821128,0.003119339,0.00005316347,0.0845019,0.009995296,0.04441518,0.0919012],"study_design_scores_gemma":[0.01054441,0.002747801,0.07034454,0.001234614,0.0005028307,0.0295214,0.002754474,0.0000283984,0.001192891,0.001271025,0.878807,0.001050586],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849091,0.009648088,0.0002098534,0.002995064,0.001105377,0.0001151392,0.00004492044,0.00001644799,0.0009559798],"genre_scores_gemma":[0.9960365,0.0004666063,0.00002711919,0.003162574,0.0001692413,7.08886e-7,0.00003739278,0.0000166433,0.00008323435],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8343918,"threshold_uncertainty_score":0.8589599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003912533331683949,"score_gpt":0.2225429543027804,"score_spread":0.2186304209710965,"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."}}