{"id":"W4409114571","doi":"10.1016/j.mayocp.2025.01.004","title":"Advance Insulin Injection Technique and Education With FITTER Forward Expert Recommendations","year":2025,"lang":"en","type":"review","venue":"Mayo Clinic Proceedings","topic":"Diabetes Management and Research","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Prairie Improvement Network","funders":"Janssen Pharmaceuticals; Daiichi Sankyo Company; Eli Lilly Japan; MSD K.K.; Bausch Health; Mitsubishi Tanabe Pharma Corporation; HLS Therapeutics; Roche Diabetes Care; Medizinische Universität Graz; Pfizer; Insulet Corporation; Moderna; Chandigarh University; Karl-Franzens-Universität Graz; Samsung; Universidad del Rosario; AstraZeneca; Universidad El Bosque; Novo Nordisk; Dexcom; Aboca S.p.A. Società Agricola; Diabetes Canada; Boehringer Ingelheim Japan; Daiichi Sankyo Europe; Bayer; Gilead Sciences; Abbott Diabetes Care; Kowa Company; Sanofi; Pontificia Universidad Javeriana; Abbott Japan; Bayer Yakuhin; Novartis; Amgen; Eli Lilly and Company","keywords":"Medicine; Insulin; Intensive care medicine; MEDLINE; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0005159654,0.0002960544,0.0008836999,0.0006119556,0.0001093014,0.00007804383,0.0001485309,0.0002729215,0.0001363975],"category_scores_gemma":[0.0003011745,0.000214001,0.000137841,0.0007463818,0.00008182826,0.0001985939,0.0001549364,0.0006218037,0.00004098663],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001413912,"about_ca_system_score_gemma":0.0004711239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003738144,"about_ca_topic_score_gemma":8.490666e-7,"domain_scores_codex":[0.9984601,0.00001904439,0.0005111191,0.0005415092,0.0002107682,0.0002574651],"domain_scores_gemma":[0.9990706,0.0001228082,0.0002695136,0.0001835681,0.0002501761,0.0001033241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002453903,0.000135254,0.0000730688,0.02320824,0.00009022705,5.607472e-7,0.00004422313,1.238016e-9,3.753296e-7,0.00007446465,0.05653013,0.9198189],"study_design_scores_gemma":[0.0002903015,0.0003950987,0.00001891589,0.03905737,0.000415267,0.00001436957,0.0001207754,0.000001749426,0.000003060341,0.0002216406,0.9592581,0.0002033336],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009622947,0.9555699,0.0001758017,0.001899803,0.0002589559,0.003569904,0.000006406696,0.0001401649,0.0383695],"genre_scores_gemma":[0.000006120322,0.9323607,0.004028433,0.0005868732,0.0002896733,0.002292978,0.0001443849,0.00004198825,0.06024885],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9196156,"threshold_uncertainty_score":0.8726707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03933545173109492,"score_gpt":0.418580976432558,"score_spread":0.3792455247014631,"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."}}