{"id":"W2977370287","doi":"10.2196/16200","title":"Incorporation of Potential User Feedback to Inform the Design of a Prototype Integrated Diabetes Management System","year":2019,"lang":"en","type":"article","venue":"Iproceedings","topic":"Diabetes Management and Education","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Workflow; Medicine; Coding (social sciences); Diabetes management; Disease; Diabetes mellitus; Computer science; Medical emergency; Type 2 diabetes; Nursing","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":[0.01499074,0.001037308,0.0004430315,0.0009557296,0.00118227,0.002525623,0.001735631,0.001458439,0.004742361],"category_scores_gemma":[0.04484419,0.0006310417,0.0004689832,0.0003795463,0.0007763104,0.002896236,0.001761102,0.001092385,0.0009861425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001481313,"about_ca_system_score_gemma":0.00204778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001322592,"about_ca_topic_score_gemma":0.002093576,"domain_scores_codex":[0.9909456,0.00597406,0.0006530305,0.0007286415,0.001162721,0.0005358906],"domain_scores_gemma":[0.9587559,0.02940988,0.001672616,0.002482444,0.006177381,0.001501734],"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":[0.005170892,0.008293457,0.08068004,0.005446446,0.0001436649,0.006435479,0.1763887,0.01221623,0.1984238,0.003629676,0.009926124,0.4932454],"study_design_scores_gemma":[0.002451308,0.03791503,0.1212625,0.004998825,0.001073466,0.005452895,0.1154019,0.2556999,0.2405829,0.008514892,0.2054921,0.001154435],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7970483,0.0001443693,0.176615,0.001264513,0.0001265002,0.008090464,0.0005945482,0.003764154,0.01235207],"genre_scores_gemma":[0.7136251,0.00009865745,0.2770059,0.0004436108,0.0000302721,0.003677563,0.0005666369,0.0003028497,0.004249334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01499074,"threshold_uncertainty_score":0.0792796,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0129882449385828,"score_gpt":0.2310801597777498,"score_spread":0.218091914839167,"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."}}