{"id":"W4415874517","doi":"10.7196/samj.2025.v115i9b.3600","title":"The science of obesity","year":2025,"lang":"en","type":"review","venue":"South African Medical Journal","topic":"Adipokines, Inflammation, and Metabolic Diseases","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Obesity Canada","keywords":"Obesity; Adipose tissue; Leptin; Body mass index; Hormone; Concordance; Psychosocial; Weight loss; Appetite","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":[0.003713735,0.001004297,0.001196748,0.001463509,0.001485576,0.005741608,0.001155606,0.004803562,0.02971623],"category_scores_gemma":[0.009242631,0.0003204415,0.0007915515,0.001072186,0.005088431,0.005118661,0.003202623,0.01228911,0.01083294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002014471,"about_ca_system_score_gemma":0.00455092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001603671,"about_ca_topic_score_gemma":0.001417978,"domain_scores_codex":[0.9975849,0.0007837854,0.0001404887,0.0003848896,0.0008287365,0.0002771383],"domain_scores_gemma":[0.9941866,0.002366332,0.0004064662,0.0005269214,0.001382868,0.001130733],"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":[0.000112254,0.00006874676,0.001154927,0.001728125,0.00008465808,0.0002119237,0.0004724303,0.0001654328,0.0007268626,0.1139599,0.5932665,0.2880482],"study_design_scores_gemma":[0.00001431302,0.00003522879,0.0008041289,0.001439537,0.00001691493,0.0002372033,0.000286477,0.00005791117,0.00009434289,0.05158145,0.9454169,0.00001564633],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001310086,0.4103734,0.002974555,0.416241,0.1041774,0.00004297975,0.0006565147,0.0002674937,0.06395671],"genre_scores_gemma":[0.04426977,0.5847386,0.003593997,0.1725352,0.1202081,0.000205237,0.0009793343,0.0002764883,0.07319339],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.02971623,"threshold_uncertainty_score":0.09941065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02347000458611873,"score_gpt":0.3262434374917846,"score_spread":0.3027734329056659,"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."}}