{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009480146,0.000155673,0.0002065704,0.0001579136,0.00006481413,0.00003659916,0.0001000116,0.00005373632,0.0003481761],"category_scores_gemma":[0.000005694604,0.0001337529,0.0001252827,0.0001886065,0.0000302405,0.00008634663,0.00007186572,0.00005597882,0.0001194566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007785112,"about_ca_system_score_gemma":0.00001599774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001880265,"about_ca_topic_score_gemma":0.000002383782,"domain_scores_codex":[0.9990313,0.000009378265,0.0001836415,0.000291341,0.0001287477,0.0003556093],"domain_scores_gemma":[0.9994745,0.00001998952,0.00002765781,0.0003632446,0.00003972361,0.0000748805],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001530348,0.0003125723,0.003325289,0.0005733363,0.001024443,0.00002541734,0.00008573938,0.000002613995,0.0001272145,0.04895668,0.903823,0.04159068],"study_design_scores_gemma":[0.003217795,0.0001344186,0.007531435,0.0001801465,0.0008785871,7.54345e-7,0.0001540094,0.00001640096,0.005890125,0.002592083,0.9792719,0.0001323699],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.06182535,0.0002773197,0.0007459668,0.01676107,0.001118572,0.004659575,0.00002684482,0.0003443693,0.914241],"genre_scores_gemma":[0.2478448,0.00003095613,0.004973918,0.001348198,0.00006111268,0.0004026529,0.00007385376,0.00001625519,0.7452483],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1860194,"threshold_uncertainty_score":0.5454283,"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."}}