{"id":"W2168602960","doi":"10.1177/193229680900300628","title":"Health Technologies for Monitoring and Managing Diabetes: A Systematic Review","year":2009,"lang":"en","type":"review","venue":"Journal of Diabetes Science and Technology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of Ottawa; Lawson Health Research Institute","funders":"Canadian Institutes of Health Research","keywords":"Diabetes mellitus; Medicine; Blood Glucose Self-Monitoring; MEDLINE; Intensive care medicine; Continuous glucose monitoring; Type 1 diabetes; Endocrinology; Biology","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":[0.004463557,0.0003330248,0.003872116,0.003052815,0.0002498255,0.0001112598,0.0007160397,0.0002369027,5.517672e-7],"category_scores_gemma":[0.002760394,0.0002074034,0.0002123948,0.002435043,0.0009436851,0.0002446762,0.000327411,0.0006860689,0.000001484089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002056792,"about_ca_system_score_gemma":0.0005243018,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.691223e-8,"about_ca_topic_score_gemma":4.256477e-8,"domain_scores_codex":[0.9969466,0.00004785529,0.001175511,0.0004100707,0.0006229988,0.0007969143],"domain_scores_gemma":[0.9973696,0.0002324835,0.001263096,0.0004528014,0.0005538018,0.0001281985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[2.683109e-7,0.00001916942,0.0000838802,0.4658575,0.0000889294,0.000003290428,0.000002556754,2.867019e-9,0.000003100133,0.00009483362,0.00009939302,0.5337471],"study_design_scores_gemma":[0.0002917986,0.001525231,0.00000719121,0.9304772,0.002028565,0.00003826532,0.0001255468,0.00001522651,0.00002108331,0.001280015,0.06396821,0.0002216666],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001277015,0.9898561,0.000004944262,0.007223782,0.0001261846,0.00252905,0.00000219092,0.00009379276,0.00003628833],"genre_scores_gemma":[0.000228755,0.998342,0.00104589,0.0001330695,0.00004198707,0.000116095,9.783242e-7,0.00002219331,0.00006907876],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5335254,"threshold_uncertainty_score":0.8457666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04202030884432495,"score_gpt":0.3844982919803809,"score_spread":0.3424779831360559,"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."}}