{"id":"W4415874513","doi":"10.7196/samj.2025.v115i9b.3702","title":"Commercial products and programmes in obesity management","year":2025,"lang":"en","type":"article","venue":"South African Medical Journal","topic":"Pharmacology and Obesity Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Obesity Canada","keywords":"Weight loss; Overweight; Obesity; Diabetes mellitus; Type 2 diabetes; Weight management; Glycated haemoglobin","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006666149,0.0001129747,0.0002663897,0.0002078251,0.0001260609,0.00001652041,0.0001003414,0.00009215633,0.0001335778],"category_scores_gemma":[0.0001810793,0.0000835983,0.00004236985,0.0003014703,0.0002067067,0.00002946997,0.00009144351,0.0006111107,0.00001056937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001010917,"about_ca_system_score_gemma":0.0002571724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000719272,"about_ca_topic_score_gemma":0.00001125697,"domain_scores_codex":[0.9987975,0.0001071941,0.0002517265,0.0001900303,0.0003488618,0.0003046802],"domain_scores_gemma":[0.9994344,0.00003794675,0.00004753615,0.00009782682,0.00004298767,0.0003393165],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006984893,0.001757246,0.751632,0.0002496696,0.0003969392,0.004483666,0.002521614,3.664303e-7,0.00001692123,0.001099491,0.005590595,0.231553],"study_design_scores_gemma":[0.006190019,0.0002523054,0.9758487,0.000362998,0.0003208629,0.0003864667,0.001600791,0.00003224793,0.0001069387,0.0009234522,0.01386614,0.0001091005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969869,0.0008145346,0.0001166243,0.02145299,0.0002830396,0.0003735769,0.000001307384,0.00002667714,0.007062236],"genre_scores_gemma":[0.9958472,0.0002046995,0.0007922727,0.002299889,0.0001661193,0.00001578988,0.00000232354,0.000004688244,0.0006670008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2314439,"threshold_uncertainty_score":0.340904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0115446576031999,"score_gpt":0.3042199595521167,"score_spread":0.2926753019489168,"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."}}