{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04121441,0.001417455,0.00116428,0.003783719,0.00205603,0.006493294,0.004032068,0.01362278,0.03912615],"category_scores_gemma":[0.1546435,0.0007121307,0.003932363,0.002069346,0.002298453,0.006185687,0.007388595,0.01383801,0.02143001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004311535,"about_ca_system_score_gemma":0.02835796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004599912,"about_ca_topic_score_gemma":0.01256603,"domain_scores_codex":[0.959935,0.02017243,0.004725936,0.00166061,0.01100611,0.002499935],"domain_scores_gemma":[0.8559418,0.05472411,0.008315098,0.006153809,0.05664788,0.01821725],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006291216,0.0001592615,0.0007386067,0.002005772,0.00004549207,0.000271677,0.0007557506,0.0002234435,0.0001860506,0.00488457,0.818499,0.1721675],"study_design_scores_gemma":[0.0001219374,0.00007138363,0.0006692277,0.01265565,0.00007373245,0.0002824751,0.0005331591,0.0002275156,0.0001966994,0.007705978,0.9773966,0.00006558501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001636755,0.03145794,0.02284595,0.7940238,0.06146343,0.002080015,0.001686553,0.001962378,0.08284315],"genre_scores_gemma":[0.02594411,0.06970868,0.2158061,0.5587157,0.03400004,0.005442296,0.004333301,0.001039046,0.08501062],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.04121441,"threshold_uncertainty_score":0.2179652,"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."}}