{"id":"W4416126952","doi":"10.3390/obesities5040079","title":"Lifestyle Interventions for the Treatment of Obesity in Workers: An Integrative Review","year":2025,"lang":"en","type":"article","venue":"Obesities","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Obesity; Body mass index; Socioeconomic status; Intervention (counseling); Sedentary lifestyle; Physical activity; Weight loss","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006915191,0.0001192237,0.0003720469,0.00009652099,0.0004648773,0.000004830138,0.0001327001,0.00008112526,0.0001495487],"category_scores_gemma":[0.0001652148,0.00007256095,0.0001667453,0.0002536297,0.00006312625,0.00008000085,0.00002366495,0.0001736127,0.00001370007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002200858,"about_ca_system_score_gemma":0.0003366426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001413909,"about_ca_topic_score_gemma":0.006233035,"domain_scores_codex":[0.9984521,0.000493626,0.0005545563,0.0001515329,0.00006490753,0.0002833187],"domain_scores_gemma":[0.9976356,0.001782853,0.000153028,0.0002805092,0.0001017004,0.00004630698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003917733,0.002007635,0.7355183,0.02920025,0.000212146,0.00000317774,0.03611265,0.00002526196,0.000007173763,0.0677162,0.05588507,0.0729204],"study_design_scores_gemma":[0.004728387,0.002219928,0.29568,0.2234008,0.0006941721,8.585049e-7,0.1482307,0.0006160292,0.0002524719,0.01773281,0.3059238,0.0005200683],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5361933,0.3729733,0.007162723,0.02658205,0.00314422,0.01541453,0.0001576211,0.0001988579,0.0381735],"genre_scores_gemma":[0.7792796,0.136198,0.001692391,0.005320536,0.0004069683,0.005937546,0.0001123612,0.0000397794,0.07101284],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4398383,"threshold_uncertainty_score":0.3575507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05499338465797769,"score_gpt":0.455284761673501,"score_spread":0.4002913770155233,"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."}}