{"id":"W4321499324","doi":"10.1111/dom.15025","title":"Use of the <scp>FreeStyle Libre</scp> system and diabetes treatment progression in <scp>T2DM</scp> : Results from a retrospective cohort study using a <scp>Canadian</scp> private payer claims database","year":2023,"lang":"en","type":"article","venue":"Diabetes Obesity and Metabolism","topic":"Diabetes Management and Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Abbott Diabetes Care","keywords":"Medicine; Diabetes mellitus; Retrospective cohort study; Cohort; Internal medicine; Database; Demography; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001978892,0.0006558555,0.0015248,0.0009291908,0.0005005561,0.0003139448,0.0004079646,0.0002909763,0.000002554026],"category_scores_gemma":[0.002491367,0.0004567472,0.0002117914,0.00190753,0.0003999209,0.0006437441,0.0008395792,0.0005808823,0.00001958315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002781032,"about_ca_system_score_gemma":0.0002212839,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004650041,"about_ca_topic_score_gemma":0.001954273,"domain_scores_codex":[0.9945557,0.000691025,0.0008558878,0.001302054,0.001090299,0.001505062],"domain_scores_gemma":[0.9956279,0.001744374,0.0004141527,0.001274221,0.000239518,0.0006998602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007655151,0.0007933112,0.988748,0.0003329386,0.0008000376,0.00007962875,0.002422036,0.0000148321,0.004163908,0.0001272303,0.001113438,0.001397032],"study_design_scores_gemma":[0.004216146,0.0003440688,0.975027,0.001002239,0.001016363,7.070516e-7,0.002102123,0.003782329,0.006649093,0.0001315322,0.005649392,0.00007904985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990708,0.002469541,0.000001069744,0.00007796464,0.0004083656,0.004682961,0.001080138,0.0001752268,0.0003967457],"genre_scores_gemma":[0.9963619,0.0006386222,0.000266959,0.00008955052,0.0002500465,0.0002695245,0.0004140045,0.00009275642,0.00161671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.013721,"threshold_uncertainty_score":0.9997884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03040760601775555,"score_gpt":0.2691837493203285,"score_spread":0.2387761433025729,"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."}}