{"id":"W4313506278","doi":"","title":"ANTIBIOTICS UTILIZATION AND ANTIMICROBIAL RESISTANCE","year":2016,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Antibiotics; Antibiotic resistance; Antimicrobial; Microbiology; Medicine; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001013895,0.0001416513,0.0002994501,0.001149763,0.0004512177,0.00191362,0.0003716575,0.0009577606,0.006590459],"category_scores_gemma":[0.006946492,0.0001218049,0.0003855272,0.002059476,0.0007736771,0.001084313,0.000825541,0.001219585,0.0008722579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001077386,"about_ca_system_score_gemma":0.000878337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006579052,"about_ca_topic_score_gemma":0.004443333,"domain_scores_codex":[0.9973146,0.00112912,0.0002563487,0.0002618968,0.0006163411,0.000421713],"domain_scores_gemma":[0.9942765,0.001409532,0.002725047,0.0001373236,0.0006744035,0.0007772296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003323598,0.0004739692,0.824881,0.000770779,0.0002180255,0.0008998198,0.002229005,0.0001768575,0.0007628264,0.01168971,0.01436233,0.1432032],"study_design_scores_gemma":[0.00001198338,0.0003499768,0.925431,0.001129319,0.0001258722,0.003814081,0.003456864,0.0003181971,0.0003790215,0.005863768,0.05907691,0.00004307102],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6891497,0.199806,0.00103563,0.0510458,0.0006319609,0.00004278725,0.002082719,0.00004240742,0.05616299],"genre_scores_gemma":[0.9529076,0.04033504,0.0003821683,0.002295421,0.0005368477,0.00001690991,0.0003517858,0.00001315655,0.003161033],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006590459,"threshold_uncertainty_score":0.02204728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1788815978403454,"score_gpt":0.4949720931523807,"score_spread":0.3160904953120353,"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."}}