{"id":"W2971930340","doi":"10.1097/pq9.0000000000000206","title":"Impact of Positive Feedback on Antimicrobial Stewardship in a Pediatric Intensive Care Unit: A Quality Improvement Project","year":2019,"lang":"en","type":"article","venue":"Pediatric Quality and Safety","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Antimicrobial stewardship; Antimicrobial; Medicine; Medical prescription; Meropenem; Intervention (counseling); Health care; Quality management; Excellence; Intensive care medicine; Nursing; Antibiotic resistance; Antibiotics; Service (business); Business","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007857217,0.0003126966,0.0007596321,0.0002860583,0.000105546,0.0000121699,0.0001936121,0.0003703107,0.00006471551],"category_scores_gemma":[0.0002341347,0.000245947,0.0002539992,0.0004925329,0.0001339721,0.00009062823,0.0001335708,0.0005028939,0.00007485451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000125939,"about_ca_system_score_gemma":0.0003851851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002796453,"about_ca_topic_score_gemma":0.000185821,"domain_scores_codex":[0.9972864,0.0006974209,0.0008857245,0.0005529559,0.00009935713,0.00047816],"domain_scores_gemma":[0.9981799,0.0005210563,0.0004700306,0.000369405,0.0004215947,0.00003803206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003913077,0.0003611203,0.9806477,0.001003855,0.0001374999,0.000004841755,0.00606343,0.00001203749,0.005970379,0.0004400424,0.0002141997,0.001231853],"study_design_scores_gemma":[0.003888143,0.001146531,0.9890302,0.00005349665,0.00009633311,0.000004379523,0.004060357,7.962924e-7,0.001317169,0.0000336781,0.00002899709,0.0003398952],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955007,0.001603935,0.00001429072,0.0001184321,0.0003317435,0.0008928815,0.000661597,0.00002703885,0.0008494092],"genre_scores_gemma":[0.9975045,0.001740283,0.00001760789,0.0001990127,0.00008747857,0.000003816908,0.0001679389,0.00001650529,0.000262806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008382558,"threshold_uncertainty_score":0.9999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02588640790556004,"score_gpt":0.3232940983516626,"score_spread":0.2974076904461026,"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."}}