{"id":"W4283157876","doi":"10.2196/preprints.40326","title":"Improved Glycemia and Quality of Life Among Loop users – Analysis of Real-World Data from a Single Centre (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Diabetes Management and Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Glycemic; Hypoglycemia; Type 1 diabetes; Diabetes mellitus; Observational study; Insulin; Internal medicine; Pediatrics; Endocrinology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003636469,0.000344829,0.0006603166,0.001640792,0.0003536157,0.001154612,0.0005461356,0.0005571338,0.002510496],"category_scores_gemma":[0.007855384,0.0003057602,0.001758733,0.003231538,0.0003707167,0.000783947,0.0008518087,0.0005220115,0.0005299672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006506246,"about_ca_system_score_gemma":0.0006166917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01010344,"about_ca_topic_score_gemma":0.009177241,"domain_scores_codex":[0.9973586,0.001199839,0.0003872701,0.0004513093,0.0003816049,0.0002213114],"domain_scores_gemma":[0.9908268,0.003225317,0.003360903,0.0008138383,0.001115519,0.0006577609],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007880669,0.00009590559,0.995177,0.00008881151,0.0003924322,0.00006842594,0.0002225207,0.00009153112,0.00009182515,0.00001179009,0.0006590564,0.002312584],"study_design_scores_gemma":[0.0000605706,0.0003899057,0.9985901,0.00002887032,0.0001201262,0.00009929888,0.0002977533,0.0001631655,0.00003590959,0.000007770513,0.0001960777,0.00001050929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965527,0.0002634438,0.0001537769,0.00005161356,0.00001148305,0.00004711414,0.002629011,0.000007589108,0.0002831821],"genre_scores_gemma":[0.995161,0.0001659782,0.0002602419,0.00006808045,0.000024943,0.0000891201,0.004098062,0.000006792801,0.0001258325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01010344,"threshold_uncertainty_score":0.02008927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1154260811940034,"score_gpt":0.3706165660982135,"score_spread":0.2551904849042101,"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."}}