{"id":"W3026423035","doi":"10.1093/cid/ciaa570","title":"Significant Regional Differences in Antibiotic Use Across 576 US Hospitals and 11 701 326 Adult Admissions, 2016–2017","year":2020,"lang":"en","type":"article","venue":"Clinical Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":49,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Agency for Healthcare Research and Quality","keywords":"Medicine; Antibiotics; MEDLINE; Intensive care medicine; Microbiology","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":[0.001273601,0.0003129003,0.0003520434,0.001185192,0.000293325,0.0009027369,0.0005210541,0.0003123781,0.001505936],"category_scores_gemma":[0.004197201,0.0003053323,0.0008214951,0.002650773,0.0003938884,0.0007568114,0.001245083,0.0005230617,0.0004249231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009385863,"about_ca_system_score_gemma":0.001061877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03639332,"about_ca_topic_score_gemma":0.04961331,"domain_scores_codex":[0.9985511,0.0002617223,0.000310337,0.0003767768,0.0002650469,0.0002350376],"domain_scores_gemma":[0.9955983,0.0004935833,0.002896723,0.000198481,0.0004839001,0.000329096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005075124,0.000008719014,0.997713,0.00002651731,0.0000752604,0.00003042596,0.0001083042,0.00009058723,0.00007591494,0.00002839625,0.0004561967,0.001335851],"study_design_scores_gemma":[0.000004215859,0.00002343964,0.9981376,0.00003220142,0.000050059,0.0001436744,0.0005892314,0.0003014361,0.0000921158,0.00002602456,0.000594731,0.000005388048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907587,0.0009294866,0.0002417407,0.0002480696,0.00001731651,0.00001180746,0.007180081,0.00001525502,0.000597621],"genre_scores_gemma":[0.995147,0.0006178333,0.0001455024,0.00008371413,0.0000256378,0.00001861456,0.003770351,0.000009552676,0.0001817019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03639332,"threshold_uncertainty_score":0.07236296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05175352741501267,"score_gpt":0.3272301529614093,"score_spread":0.2754766255463967,"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."}}