{"id":"W2902947819","doi":"10.3389/fphar.2018.01396","title":"Antibiotic Expenditure by Public Healthcare Institutions in Shandong Province in China, 2012–2016","year":2018,"lang":"en","type":"article","venue":"Frontiers in Pharmacology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Public Health Ontario","funders":"","keywords":"Antibiotics; Procurement; Antibiotic resistance; Medicine; Health care; China; Defined daily dose; Public health; Rural area; Environmental health; Business; Medical prescription; Economic growth; Nursing; Geography","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":[0.0005295012,0.000458007,0.0002376649,0.001656054,0.0002804718,0.0005186514,0.0003981286,0.0002125107,0.001647918],"category_scores_gemma":[0.00126065,0.0002232892,0.0005209793,0.003217938,0.0002937008,0.0004975497,0.0007362391,0.000297061,0.000158868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004412431,"about_ca_system_score_gemma":0.005929003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1579973,"about_ca_topic_score_gemma":0.1771078,"domain_scores_codex":[0.999478,0.00007043843,0.00008765611,0.00008355204,0.0001238484,0.0001564893],"domain_scores_gemma":[0.998632,0.00008971189,0.0007420455,0.00003528324,0.0002305246,0.0002704335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001309433,0.0000295468,0.9838028,0.0002303346,0.0001003107,0.0002057775,0.0001816983,0.0006393361,0.0004184286,0.0001689892,0.003064594,0.01102726],"study_design_scores_gemma":[0.000009519878,0.00002804625,0.9969716,0.00003080907,0.00003618482,0.0001177956,0.0002052568,0.0005180935,0.00009848217,0.00002312441,0.001954788,0.000006284327],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847915,0.001912626,0.0001728822,0.0006295615,0.00002489268,0.00002105936,0.01096934,0.00003158112,0.001446568],"genre_scores_gemma":[0.98992,0.001461329,0.0002428353,0.0001143096,0.0000248739,0.00003066237,0.007199132,0.000005196875,0.001001675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1579973,"threshold_uncertainty_score":0.3141552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01281591775892236,"score_gpt":0.2808308371548088,"score_spread":0.2680149193958864,"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."}}