{"id":"W4409893677","doi":"10.1111/dom.16415","title":"Clinically meaningful improvements in treatment satisfaction in insulin‐naïve people with type 2 diabetes post initiation of insulin glargine 300 U/ <scp>mL</scp> : A post hoc analysis of real‐world <scp>ATOS</scp> study","year":2025,"lang":"en","type":"letter","venue":"Diabetes Obesity and Metabolism","topic":"Diabetes Management and Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Sanofi","keywords":"Medicine; Insulin glargine; Post-hoc analysis; Type 2 diabetes; Insulin; Internal medicine; Endocrinology; Type 2 Diabetes Mellitus; Diabetes mellitus","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004134763,0.0005205565,0.001387716,0.0003623673,0.0004166093,0.0008910138,0.0004407646,0.0006055965,0.003423519],"category_scores_gemma":[0.005514577,0.0002985508,0.0031804,0.0008539443,0.0003648696,0.0007308091,0.0007893024,0.001481544,0.0003269556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005289103,"about_ca_system_score_gemma":0.000581226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00203176,"about_ca_topic_score_gemma":0.002725797,"domain_scores_codex":[0.9975896,0.001396244,0.0002245,0.000238031,0.0003355911,0.0002160742],"domain_scores_gemma":[0.9954323,0.00160247,0.001470238,0.0002670426,0.0005198811,0.0007080954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.2754644,0.00608905,0.6644768,0.001019291,0.009983795,0.0001135965,0.0007037972,0.00056732,0.0007776106,0.0001065176,0.002447284,0.03825048],"study_design_scores_gemma":[0.007538229,0.03074071,0.9569643,0.00005095142,0.002466466,0.00007096627,0.0003372475,0.0008030413,0.0001872316,0.00007468738,0.0007298019,0.00003644321],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.9962856,0.0007074764,0.0001943924,0.0001030899,0.00005581405,0.0002669908,0.001709606,0.0000127874,0.0006642389],"genre_scores_gemma":[0.9967398,0.0002179017,0.00021889,0.0001466589,0.00007244571,0.0003777827,0.001764788,0.000005752927,0.0004559678],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.004134763,"threshold_uncertainty_score":0.02186698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01288432946621716,"score_gpt":0.2746809203462565,"score_spread":0.2617965908800393,"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."}}