{"id":"W2781802550","doi":"10.1177/1932296817750166","title":"Pump Users Clamor for Faster Insulin: Is Fast-Acting Insulin Aspart Ready for Them?","year":2018,"lang":"en","type":"letter","venue":"Journal of Diabetes Science and Technology","topic":"Diabetes Management and Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Insulin aspart; Medicine; Insulin pump; Insulin; Diabetes mellitus; Intensive care medicine; Type 1 diabetes; Internal medicine; Endocrinology; Hypoglycemia","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002075878,0.0003060997,0.0008450985,0.001276124,0.0003173674,0.0001720193,0.0008442368,0.0007313738,0.00005883578],"category_scores_gemma":[0.001408256,0.0002168852,0.0001748198,0.0008685442,0.001739236,0.0004548551,0.0002925257,0.00118228,0.00001514314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001613588,"about_ca_system_score_gemma":0.0004553973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.797731e-7,"about_ca_topic_score_gemma":8.15532e-7,"domain_scores_codex":[0.9968808,0.00001942392,0.0006669643,0.000521961,0.0008487484,0.001062141],"domain_scores_gemma":[0.9963719,0.0002902997,0.0007231411,0.0004393446,0.002038335,0.0001369307],"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":[0.00008946574,0.0001303096,0.009583341,0.00117048,0.0004350149,0.00003569512,0.000151332,1.068216e-7,0.007447285,0.0001193503,0.8157381,0.1650995],"study_design_scores_gemma":[0.002251889,0.003739042,0.0002379271,0.0006121219,0.0003163568,0.00001748756,0.0003825222,0.000473876,0.01402464,0.002730003,0.974905,0.0003091161],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2672458,0.0009170205,0.0001408861,0.7268712,0.001198074,0.001647276,0.00005553767,0.00007091824,0.001853263],"genre_scores_gemma":[0.288199,0.001359198,0.0259945,0.6489565,0.01697464,0.0004980842,0.0001041544,0.0003668786,0.01754702],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1647904,"threshold_uncertainty_score":0.8844321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05746126284801062,"score_gpt":0.3239458923086043,"score_spread":0.2664846294605936,"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."}}