{"id":"W4411597464","doi":"10.1016/j.pcd.2025.06.006","title":"Pattern of semaglutide prescription in a real-world Canadian patient cohort","year":2025,"lang":"en","type":"article","venue":"Primary care diabetes","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Sunnybrook Health Science Centre","funders":"","keywords":"Semaglutide; Medicine; Medical prescription; Cohort; Diabetes mellitus; Family medicine; Intensive care medicine; Internal medicine; Type 2 diabetes; Pharmacology; 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":[0.0007296125,0.0003349801,0.0004218068,0.001461198,0.002099988,0.001080025,0.001041722,0.000515153,0.002142134],"category_scores_gemma":[0.00321851,0.0003011149,0.0005068837,0.004094143,0.0006638836,0.0003685656,0.0005733228,0.0005648588,0.0002111048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01523199,"about_ca_system_score_gemma":0.01760801,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9672526,"about_ca_topic_score_gemma":0.9744149,"domain_scores_codex":[0.998461,0.00009124129,0.0001102266,0.0003138854,0.0006776408,0.0003460371],"domain_scores_gemma":[0.9973001,0.0001770892,0.001159234,0.00009990799,0.0007691166,0.0004945821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004832418,0.00001438367,0.9965269,0.00002942223,0.00002944871,0.0001272366,0.0003852551,0.00004037032,0.0001506547,0.00004335409,0.0006300153,0.001974681],"study_design_scores_gemma":[0.000005343818,0.00003108978,0.9982147,0.00002254469,0.00001771484,0.0002485311,0.0007137283,0.0001566206,0.00003882329,0.00001010664,0.0005316157,0.000009187204],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922463,0.0006841372,0.0001070085,0.0005070489,0.000008400144,0.00004408397,0.004116382,0.00001807762,0.002268598],"genre_scores_gemma":[0.9976586,0.0004390631,0.0001906797,0.0001389329,0.000005311083,0.00001598278,0.001295344,0.000005211214,0.0002508364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03274745,"threshold_uncertainty_score":0.1105163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005729542137030537,"score_gpt":0.2236539689861957,"score_spread":0.2179244268491651,"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."}}