{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009595566,0.0003731466,0.001016479,0.001400172,0.002239903,0.00612017,0.001731666,0.003233096,0.004502616],"category_scores_gemma":[0.02023533,0.0001826982,0.0006125995,0.001365821,0.005492868,0.005938516,0.003828914,0.008089471,0.0009348458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008409764,"about_ca_system_score_gemma":0.03641856,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03910561,"about_ca_topic_score_gemma":0.09242511,"domain_scores_codex":[0.9920647,0.002381667,0.000824017,0.0005637805,0.003466645,0.0006992384],"domain_scores_gemma":[0.9682466,0.01117048,0.005087639,0.0009583396,0.007022445,0.007514505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001410714,0.0003524935,0.01844754,0.0035174,0.0001073205,0.0006031664,0.002824591,0.0004638754,0.002385933,0.04513843,0.1045104,0.8215077],"study_design_scores_gemma":[0.00004335441,0.0008399845,0.03769164,0.01390334,0.0001040187,0.002730662,0.008573996,0.0007396144,0.001433293,0.06069246,0.8730515,0.0001961651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01107979,0.4042891,0.008167847,0.5558665,0.003892656,0.00005584237,0.00007593808,0.0001459727,0.01642627],"genre_scores_gemma":[0.163528,0.6565506,0.03772697,0.1217564,0.01208159,0.00009231311,0.0001653317,0.0001522115,0.007946596],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9608944,"threshold_uncertainty_score":0.07775593,"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."}}