{"id":"W4311496584","doi":"10.14745/ccdr.v48i1112a01","title":"Short-course antibiotic therapy: The next frontier in antimicrobial stewardship","year":2022,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; McGill University; Public Health Agency of Canada; Institute of Infection and Immunity","funders":"","keywords":"Antibiotics; Intensive care medicine; Antimicrobial stewardship; Antimicrobial; Medicine; Medical prescription; Antibiotic resistance; Limiting; Adverse effect; Antibiotic Stewardship; Stewardship (theology); Antibiotic therapy; Internal medicine; Biology; Pharmacology; Microbiology; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005961247,0.0002237899,0.0003658126,0.00005116832,0.001002331,0.0000304067,0.00100366,0.00006693378,0.0004672164],"category_scores_gemma":[0.00005172774,0.0001753323,0.000127652,0.000288066,0.0002886061,0.00007255175,0.0004749743,0.0007667628,0.000007967079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002585694,"about_ca_system_score_gemma":0.002392895,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1694105,"about_ca_topic_score_gemma":0.2042762,"domain_scores_codex":[0.9978612,0.000630388,0.0004791135,0.0003497754,0.0001425161,0.0005369976],"domain_scores_gemma":[0.9979012,0.0001211712,0.0001508813,0.001707313,0.00005053306,0.00006888741],"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":[0.001297946,0.001913212,0.5289436,0.0001023726,0.0009647181,0.01009938,0.000523161,0.001078997,0.015361,0.0005156962,0.4314182,0.007781678],"study_design_scores_gemma":[0.001360645,0.00005534612,0.3598899,0.00009290672,0.000131752,0.0006366129,0.003062651,0.00003900608,0.001762763,0.00005340323,0.6322931,0.0006219813],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9595444,0.03352825,0.000004612414,0.002950275,0.001221772,0.0004692958,0.0001132604,0.00004224529,0.002125852],"genre_scores_gemma":[0.9928536,0.0005814818,0.000009142242,0.001302783,0.0000216189,0.00001595472,0.0003212036,0.00003163821,0.004862529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2008748,"threshold_uncertainty_score":0.8361204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02278723200621628,"score_gpt":0.2380301717120406,"score_spread":0.2152429397058244,"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."}}