{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002200279,0.0003168753,0.0003013153,0.00121981,0.0009892319,0.001277089,0.0009985428,0.0004790209,0.001251395],"category_scores_gemma":[0.005497632,0.00037551,0.001166731,0.002845387,0.0004729468,0.0004508757,0.0007822068,0.0007607351,0.000168937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003627713,"about_ca_system_score_gemma":0.004917214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6440454,"about_ca_topic_score_gemma":0.6014694,"domain_scores_codex":[0.9985638,0.0001944171,0.0001384814,0.0003166041,0.0005704392,0.0002162976],"domain_scores_gemma":[0.9945968,0.0006217678,0.002420037,0.0005005366,0.001119929,0.0007408798],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001179333,0.00001701751,0.9989355,0.00000911889,0.00007292535,0.00001562425,0.00006643348,0.00003804647,0.00001974604,0.00001109757,0.0001155438,0.0005809377],"study_design_scores_gemma":[0.00001475164,0.00004707111,0.9990133,0.00001422966,0.00008365515,0.00006172258,0.0001620906,0.0003735176,0.00002827971,0.000009952659,0.0001856465,0.000005664978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966286,0.0003002462,0.00007696303,0.0000573113,0.00000405633,0.00002928928,0.002581042,0.000004976986,0.000317608],"genre_scores_gemma":[0.9974433,0.0001925315,0.0001357735,0.00002831968,0.000005086545,0.0000142864,0.001995718,0.000003514641,0.0001813939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3559546,"threshold_uncertainty_score":0.7161019,"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."}}