{"id":"W4294189860","doi":"10.2196/40326","title":"Improved Glycemia and Quality of Life Among Loop Users: Analysis of Real-world Data From a Single Center","year":2022,"lang":"en","type":"article","venue":"JMIR Diabetes","topic":"Diabetes Management and Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Diabetes Canada; University of Alberta","funders":"","keywords":"Glycemic; Medicine; Type 1 diabetes; Diabetes mellitus; Insulin; Observational study; Cohort; Insulin delivery; Pediatrics; Internal medicine; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006549837,0.0001251096,0.0007113041,0.0005350225,0.00005403544,0.000022853,0.0003560461,0.00002754685,0.0006004359],"category_scores_gemma":[0.0001712398,0.0001101783,0.0001275366,0.001260667,0.0002412565,0.0001366073,0.001111468,0.0001753613,0.000001246266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003950267,"about_ca_system_score_gemma":0.0000341483,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009868104,"about_ca_topic_score_gemma":0.0008543517,"domain_scores_codex":[0.9981977,0.0001615923,0.0004678156,0.0004055632,0.0004845274,0.0002828554],"domain_scores_gemma":[0.9981983,0.0003078475,0.0002905516,0.0009946317,0.00007410556,0.0001345892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000215531,0.0005829931,0.974509,0.0002414584,0.002284997,8.815593e-7,0.0001166053,0.000004504494,0.0181263,0.0000146997,0.001596636,0.002306379],"study_design_scores_gemma":[0.001668747,0.0002898911,0.982946,0.00003960965,0.0007863674,2.821682e-9,0.0003827742,0.01183269,0.001158022,0.00001819207,0.0007564707,0.0001212741],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972383,0.0001815782,0.000002500349,0.000222951,0.00003868519,0.0004070184,0.0006958545,0.00002600523,0.001187137],"genre_scores_gemma":[0.9968501,0.00001404523,0.0001403147,0.0001194321,0.00003861336,0.00004004853,0.001487432,0.00001721309,0.001292819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01696828,"threshold_uncertainty_score":0.6574352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08748723499951422,"score_gpt":0.3571079600289596,"score_spread":0.2696207250294453,"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."}}