{"id":"W4409315166","doi":"10.2196/70475","title":"Digital Decision Support for Perioperative Care of Patients With Type 2 Diabetes: A Call to Action","year":2025,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Call to action; Type 2 diabetes; Perioperative; Action (physics); Medicine; Diabetes mellitus; Intensive care medicine; Computer science; Business; Surgery; Endocrinology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.03004181,0.0008640544,0.001431416,0.001962606,0.002248463,0.008833558,0.004119067,0.01041823,0.01071344],"category_scores_gemma":[0.0818226,0.0005296173,0.002234736,0.001821831,0.003608596,0.01061167,0.008650763,0.01951933,0.003086591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00335766,"about_ca_system_score_gemma":0.02183636,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004240308,"about_ca_topic_score_gemma":0.008585717,"domain_scores_codex":[0.9765121,0.01400772,0.002678372,0.0007991765,0.004891693,0.001111014],"domain_scores_gemma":[0.871139,0.07758329,0.008539292,0.003331784,0.01933991,0.0200667],"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":[0.00007857284,0.0004646365,0.002323254,0.004836921,0.0001122336,0.000313962,0.001923219,0.0004717622,0.0003188333,0.008028272,0.3269319,0.6541964],"study_design_scores_gemma":[0.0001650797,0.0003409519,0.004411939,0.0373609,0.0001999584,0.001131619,0.006180277,0.001217976,0.0003371803,0.02679187,0.9217031,0.0001591442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001770793,0.06319465,0.004102355,0.9145736,0.006569749,0.0001417134,0.00009695871,0.0002352793,0.009314932],"genre_scores_gemma":[0.05542162,0.3550333,0.1117491,0.4440295,0.0263315,0.001172745,0.0006218296,0.0002405892,0.00539971],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03004181,"threshold_uncertainty_score":0.1588782,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05887844752253886,"score_gpt":0.442358533178456,"score_spread":0.3834800856559172,"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."}}