{"id":"W6958895539","doi":"10.6084/m9.figshare.c.4856592","title":"Antimicrobial use among adult inpatients at hospital sites within the Canadian Nosocomial Infection Surveillance Program: 2009 to 2016","year":2020,"lang":"en","type":"other","venue":"Figshare","topic":"Pasture and Agricultural Systems","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antimicrobial; Antibiotic resistance; Retrospective cohort study; Antibiotics; Infection control; Drug resistance; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002481791,0.000332031,0.0002746256,0.00001789304,0.0003318801,0.0003340156,0.0003485399,0.0003747201,0.01751525],"category_scores_gemma":[0.0002643248,0.0001021832,0.0001405894,0.0004022035,0.00001498625,0.00009304044,0.0001417085,0.0002358035,0.002865865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001141439,"about_ca_system_score_gemma":0.00002708295,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2560577,"about_ca_topic_score_gemma":0.9546263,"domain_scores_codex":[0.9986289,0.00009096595,0.000210242,0.0004506235,0.000238072,0.0003812638],"domain_scores_gemma":[0.9991826,0.00004925188,0.0002617437,0.00007870948,0.000110037,0.0003176825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004204448,0.00002049401,0.0214322,0.00001983627,0.00002136314,0.000007959281,0.00004777437,7.848233e-7,0.0003156909,2.688251e-7,0.9770945,0.001034876],"study_design_scores_gemma":[0.00005435219,0.0001262508,0.2969623,0.0006300514,0.000004253591,0.000001982336,0.000004677903,0.000001655024,0.00005433113,1.439448e-7,0.7018726,0.0002873042],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.2590337,0.0001690733,7.651052e-9,0.003550402,0.001257425,0.006992648,0.7005416,0.00080615,0.02764904],"genre_scores_gemma":[0.5891809,0.00001036283,0.00001312292,0.001519791,0.005013616,0.0007348491,0.3076856,0.00003248503,0.09580928],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.6985685,"threshold_uncertainty_score":0.9979105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01704868247051515,"score_gpt":0.2007485694432298,"score_spread":0.1836998869727146,"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."}}