{"id":"W2944955127","doi":"10.1136/bmjopen-2018-026792","title":"Informing the development of a standardised approach to measure antibiotic use in secondary care: a systematic review protocol","year":2019,"lang":"en","type":"review","venue":"BMJ Open","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council; National Institute for Health and Care Research","keywords":"Medicine; Protocol (science); Measure (data warehouse); Health services research; Public health; Alternative medicine; Nursing; Pathology; Data mining","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":[0.1445535,0.00564253,0.01783488,0.0196407,0.004328523,0.008991316,0.005992494,0.009553049,0.07149659],"category_scores_gemma":[0.1438384,0.006867354,0.01895369,0.01764996,0.006638484,0.0109793,0.006731248,0.008425549,0.01495637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01710845,"about_ca_system_score_gemma":0.0865327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005660279,"about_ca_topic_score_gemma":0.01159435,"domain_scores_codex":[0.9041293,0.0394248,0.03765425,0.006593431,0.009178124,0.003020019],"domain_scores_gemma":[0.8932396,0.04244475,0.02235837,0.01072275,0.02670551,0.004529023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.003834125,0.0002589091,0.001038244,0.9065816,0.002019171,0.0004851492,0.002778157,0.0008191234,0.001167914,0.006191878,0.02543052,0.04939533],"study_design_scores_gemma":[0.01717581,0.001446313,0.006005195,0.7963848,0.009192156,0.0007039066,0.002912964,0.001495245,0.002282603,0.01002403,0.1518529,0.0005241215],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0004088289,0.002497834,0.002785919,0.0006054568,0.000257365,0.9885424,0.004210022,0.00009966433,0.0005924627],"genre_scores_gemma":[0.000450181,0.001245205,0.004914664,0.0002158,0.00002495657,0.9924449,0.000461241,0.000009718861,0.0002332898],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1445535,"threshold_uncertainty_score":0.7644812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1192471936054271,"score_gpt":0.4005403984345668,"score_spread":0.2812932048291398,"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."}}