{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009025255,0.0007062326,0.0006646253,0.002931017,0.0007171921,0.002143975,0.002410767,0.00534559,0.0911278],"category_scores_gemma":[0.02991519,0.0003839318,0.001660229,0.002439234,0.0008620893,0.003065501,0.002551914,0.004250201,0.02320694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001174232,"about_ca_system_score_gemma":0.006429077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00622128,"about_ca_topic_score_gemma":0.01093828,"domain_scores_codex":[0.9920073,0.003359582,0.001168947,0.0002193153,0.002881011,0.0003639373],"domain_scores_gemma":[0.9806014,0.005859415,0.003560589,0.0008003835,0.007184331,0.001993877],"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":[0.0002677743,0.0004137239,0.0004658528,0.01660845,0.00007835691,0.0001005627,0.0001317766,0.00006292103,0.0002297108,0.006238457,0.5307769,0.4446255],"study_design_scores_gemma":[0.000303296,0.00009744158,0.00137962,0.02032668,0.00009572582,0.00009703541,0.00008324024,0.00002410328,0.00006869046,0.001455649,0.9760567,0.00001178805],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003084553,0.3370046,0.004777174,0.2483222,0.02533094,0.004605073,0.008311022,0.001168147,0.3673963],"genre_scores_gemma":[0.02714387,0.4509362,0.05502377,0.2502791,0.01008909,0.01060867,0.01258368,0.0004345629,0.182901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0911278,"threshold_uncertainty_score":0.3048528,"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."}}