{"id":"W4417524227","doi":"10.18773/austprescr.2025.052","title":"Injectable drugs for weight management","year":2025,"lang":"en","type":"article","venue":"Australian Prescriber","topic":"Diabetes Treatment and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Fitness and Lifestyle Research Institute","funders":"","keywords":"Incretin; Weight loss; Gallstones; Adverse effect; Obesity; Weight management; Gastric emptying; Diabetes mellitus; Type 2 diabetes","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":[0.001092333,0.0004080145,0.0005340513,0.001029568,0.0006564126,0.000945883,0.0006102528,0.001469713,0.09689807],"category_scores_gemma":[0.003728012,0.0002170844,0.0008253381,0.0006816806,0.0004969164,0.00110015,0.001189965,0.002071416,0.03810482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006576317,"about_ca_system_score_gemma":0.001236557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001774607,"about_ca_topic_score_gemma":0.003688163,"domain_scores_codex":[0.9989424,0.0002148789,0.000103574,0.00008368887,0.0005608688,0.00009450546],"domain_scores_gemma":[0.9986724,0.0002125384,0.0002870691,0.0001585824,0.0004065695,0.000262934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002228089,0.0004189376,0.001491122,0.001520951,0.00004967984,0.0006825964,0.0002118498,0.00004994692,0.003772076,0.006210259,0.2471655,0.7382043],"study_design_scores_gemma":[0.00006950514,0.0001652109,0.003200482,0.0005642814,0.00002561545,0.001615437,0.0000347327,0.00005368027,0.0006426811,0.0009296443,0.9926886,0.00001009417],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.01081985,0.159556,0.009199987,0.04536854,0.007860409,0.001109013,0.001737332,0.002045551,0.7623034],"genre_scores_gemma":[0.1061934,0.1435665,0.02045184,0.0586719,0.006455878,0.001015522,0.002543772,0.0005306802,0.6605706],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.09689807,"threshold_uncertainty_score":0.3241563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537245816436248,"score_gpt":0.2823410415176921,"score_spread":0.2669685833533296,"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."}}