{"id":"W4415874587","doi":"10.7196/samj.2025.v115i9b.3731","title":"Primary care and primary healthcare in obesity management","year":2025,"lang":"en","type":"article","venue":"South African Medical Journal","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Obesity Canada","keywords":"Psychological intervention; Motivational interviewing; Context (archaeology); Ethnic group; Focus group; Health care; Primary care; Weight management; Management of obesity","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":[0.02326126,0.0007858546,0.001375829,0.002529555,0.003358439,0.006658345,0.003410598,0.01986213,0.08403392],"category_scores_gemma":[0.08434259,0.0009290915,0.002112176,0.003619884,0.002676714,0.01009838,0.009293868,0.01200847,0.01173018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00900516,"about_ca_system_score_gemma":0.06106805,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04175429,"about_ca_topic_score_gemma":0.06353705,"domain_scores_codex":[0.9783855,0.009980291,0.002165077,0.001366653,0.005626593,0.002475905],"domain_scores_gemma":[0.9041873,0.03303981,0.005223122,0.003132829,0.02200181,0.03241508],"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":[0.00003563564,0.0001764785,0.001411141,0.002500658,0.00004241154,0.0002004739,0.0006787996,0.00006373239,0.00002631944,0.01204393,0.8761509,0.1066696],"study_design_scores_gemma":[0.0003058576,0.0001446618,0.01408721,0.05338157,0.0001076141,0.0004990961,0.003274811,0.0001485706,0.00006070139,0.01562686,0.9123055,0.00005757581],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0004771144,0.03116648,0.0005230094,0.9214782,0.01543231,0.0003087853,0.0004044754,0.0001066487,0.0301029],"genre_scores_gemma":[0.03520701,0.1068129,0.01100462,0.7878282,0.01976718,0.004024127,0.001297795,0.0001166387,0.03394148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08403392,"threshold_uncertainty_score":0.2811215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02917844538440906,"score_gpt":0.3893436732292805,"score_spread":0.3601652278448715,"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."}}