{"id":"W3022687712","doi":"","title":"Survey of antimicrobial stewardship practices in public hospitals in New Zealand district health boards.","year":2017,"lang":"en","type":"article","venue":"PubMed","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministry of Health","funders":"","keywords":"Medicine; Antimicrobial stewardship; Audit; Family medicine; Pharmacist; Antibiotic resistance; Antibiotics; Pharmacy","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":[0.001445631,0.0002150302,0.0002163257,0.001128409,0.000488405,0.0006511062,0.0003956804,0.0003009981,0.002878863],"category_scores_gemma":[0.005952562,0.0003960682,0.0001676475,0.001603689,0.0007243524,0.0006860148,0.0007464582,0.0004402101,0.0003793712],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003390827,"about_ca_system_score_gemma":0.00355586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2008255,"about_ca_topic_score_gemma":0.2357297,"domain_scores_codex":[0.9981235,0.0004016951,0.0002914501,0.0001832863,0.0006606412,0.0003395131],"domain_scores_gemma":[0.990764,0.0007231749,0.005345492,0.0002019678,0.001040125,0.001925116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004278794,0.00007244459,0.9914324,0.0001017235,0.00001481179,0.00007491963,0.001510614,0.00001937813,0.0006473667,0.00001663512,0.0006568145,0.005410125],"study_design_scores_gemma":[0.000004297822,0.00006511094,0.9982055,0.00001289312,0.000002186813,0.0000387947,0.0009768099,0.00001555951,0.00003077175,0.000002100067,0.0006437462,0.000002098338],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960712,0.0003427049,0.00007955917,0.0003913796,0.000005742197,0.00008859999,0.001163707,0.000009173755,0.00184797],"genre_scores_gemma":[0.9979529,0.0004085188,0.0002481793,0.0001802407,0.000008735446,0.0000642356,0.0005639541,0.000002623992,0.0005705765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2008255,"threshold_uncertainty_score":0.399313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05778795100841155,"score_gpt":0.2904706626020026,"score_spread":0.2326827115935911,"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."}}