{"id":"W7006623723","doi":"","title":"Trends and Appropriateness of Sodium-glucose Co-transporter 2 Inhibitors Use in Qatar","year":2023,"lang":"en","type":"dissertation","venue":"Qatar University QSpace (Qatar University)","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical prescription; Contraindication; Retrospective cohort study; Dosing; Formulary; Metformin; Confidence interval; Drug Utilization Review","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":[0.0009073836,0.0001072481,0.0002296468,0.0009161613,0.0003010076,0.0004924257,0.0003203285,0.0002780028,0.001561971],"category_scores_gemma":[0.002143733,0.00017008,0.0003729357,0.001904406,0.0002398014,0.0004099515,0.0002877681,0.0004538333,0.0002026889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001222118,"about_ca_system_score_gemma":0.001298553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0435638,"about_ca_topic_score_gemma":0.03989178,"domain_scores_codex":[0.9992539,0.0001549956,0.0001280512,0.0001667665,0.0001763593,0.0001198025],"domain_scores_gemma":[0.997916,0.0002728971,0.001223279,0.0000471125,0.0003852654,0.0001554062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000518065,0.00001850226,0.9969144,0.00002902899,0.00002932916,0.0000455167,0.0002447228,0.00007735167,0.0001699253,0.00004783014,0.0003400588,0.002031535],"study_design_scores_gemma":[0.000003575976,0.00005663885,0.9987437,0.00001763089,0.00001400149,0.0001374171,0.0003440559,0.0003291995,0.00004941075,0.00001442854,0.0002861035,0.000003805311],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968237,0.0004583206,0.00007485168,0.0003028087,0.000005150875,0.000009756575,0.001746728,0.000005993508,0.0005727609],"genre_scores_gemma":[0.998422,0.0002453153,0.0001291065,0.0001031454,0.000008105629,0.000009840761,0.000953879,0.000001922481,0.0001266534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0435638,"threshold_uncertainty_score":0.08662045,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01423066874955827,"score_gpt":0.2151411646628636,"score_spread":0.2009104959133053,"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."}}