{"id":"W4210332097","doi":"10.1093/jacamr/dlac012","title":"The feasibility and generalizability of assessing the appropriateness of antimicrobial prescribing in hospitals: a review of the Australian National Antimicrobial Prescribing Survey","year":2022,"lang":"en","type":"review","venue":"JAC-Antimicrobial Resistance","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network","funders":"Royal Melbourne Hospital; Public Health Agency of Canada; National Health and Medical Research Council; Australian Commission on Safety and Quality in Health Care","keywords":"Generalizability theory; Medicine; Antimicrobial; Family medicine; Psychology; Microbiology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.007731302,0.0008092665,0.003088218,0.0001631093,0.0008799458,0.00008031295,0.002306296,0.000614311,0.00006702089],"category_scores_gemma":[0.00290124,0.0004682777,0.001082936,0.001430777,0.002875069,0.0002041634,0.001018263,0.00148423,0.000002241322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003318642,"about_ca_system_score_gemma":0.001735878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009782874,"about_ca_topic_score_gemma":0.001074821,"domain_scores_codex":[0.9880396,0.006250122,0.003327786,0.001174284,0.0003927865,0.00081545],"domain_scores_gemma":[0.9916729,0.002366168,0.003664763,0.001692502,0.0005667213,0.00003698236],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001671861,0.003209705,0.03134542,0.718856,0.004261779,0.00002279437,0.001567184,0.00007247822,0.08565886,0.001958807,0.09998754,0.05138761],"study_design_scores_gemma":[0.002839717,0.0001272061,0.03459662,0.2420564,0.002408641,0.0001548646,0.0001918027,0.000003150731,0.01892052,0.0000966849,0.6965004,0.002103931],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.03428425,0.9586095,0.00001531643,0.0003944507,0.00130933,0.003338907,0.001856445,0.00002175859,0.0001701021],"genre_scores_gemma":[0.03671591,0.961785,0.0001521993,0.0001280731,0.0000506329,0.00003608647,0.0002601101,0.00007720967,0.0007947539],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5965129,"threshold_uncertainty_score":0.9998385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07766631296516817,"score_gpt":0.338925477325922,"score_spread":0.2612591643607539,"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."}}