{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005105772,0.0001055232,0.0001919589,0.0003596699,0.002048714,0.00006032535,0.0002649804,0.0001097313,0.002389767],"category_scores_gemma":[0.003110298,0.00007245905,0.00002338378,0.0003777751,0.0004854134,0.0002908519,0.0003081695,0.002741004,0.0009675644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000499282,"about_ca_system_score_gemma":0.001260819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006661432,"about_ca_topic_score_gemma":0.001474916,"domain_scores_codex":[0.995244,0.002331978,0.00034685,0.0003921301,0.0009524716,0.0007325307],"domain_scores_gemma":[0.9836238,0.01527567,0.00004264969,0.0002847895,0.00007810134,0.000694998],"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":[0.0001614126,0.0003534856,0.2182898,0.004326162,0.0001322969,0.0001788516,0.02016196,8.998301e-7,0.00002327332,0.181989,0.06910125,0.5052817],"study_design_scores_gemma":[0.0004674374,0.0001508735,0.1821225,0.002132782,0.00001359449,0.000007907733,0.004374884,0.005323824,0.000002926434,0.03107072,0.7741989,0.000133589],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1184117,0.004978423,0.01299006,0.7457335,0.000524488,0.001581171,0.00003706051,0.0004223425,0.1153213],"genre_scores_gemma":[0.9179502,0.03119056,0.005383824,0.003542428,0.0008901441,0.0006723888,0.00009315764,0.00006520826,0.04021211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7995385,"threshold_uncertainty_score":0.9998103,"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."}}