{"id":"W4401213521","doi":"10.18103/mra.v12i7.5425","title":"Managing obesity with lifestyle modification, outcomes, and recommendations","year":2024,"lang":"en","type":"article","venue":"Medical Research Archives","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Lifestyle modification; Obesity; Medicine; Gerontology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00325644,0.0005518021,0.0009447371,0.001489516,0.0004307593,0.001206034,0.0008536658,0.001254595,0.006582867],"category_scores_gemma":[0.01033976,0.000144444,0.001299387,0.001267681,0.0002620849,0.001359157,0.0006670904,0.001743213,0.001440881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007474708,"about_ca_system_score_gemma":0.003611925,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002321929,"about_ca_topic_score_gemma":0.003560923,"domain_scores_codex":[0.9987704,0.0004741788,0.0002061587,0.00007515968,0.0004009979,0.00007300403],"domain_scores_gemma":[0.9979739,0.0008989415,0.0004147819,0.00006967956,0.0004263191,0.0002164549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001953394,0.001530603,0.005983737,0.02012093,0.000474418,0.0003328278,0.00043637,0.0005289893,0.0003796607,0.001789996,0.06571035,0.9025167],"study_design_scores_gemma":[0.002857002,0.003643861,0.1177142,0.2488902,0.005297298,0.002939022,0.002938543,0.003042003,0.001460956,0.02814502,0.5828319,0.0002399996],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04520736,0.5667274,0.0182876,0.2536615,0.01001982,0.006005414,0.005219978,0.00148238,0.09338851],"genre_scores_gemma":[0.1791063,0.6848565,0.07317456,0.03281297,0.007356649,0.005605628,0.003593683,0.0001071213,0.01338654],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006582867,"threshold_uncertainty_score":0.02202183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1548859945552002,"score_gpt":0.553767680158094,"score_spread":0.3988816856028937,"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."}}