{"id":"W3003783598","doi":"10.1071/ah19046","title":"Sociodemographic and health risk profile associated with participation in a private health insurance weight loss maintenance and chronic disease management program","year":2020,"lang":"en","type":"article","venue":"Australian Health Review","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Weight loss; Medicine; Overweight; Weight management; Odds ratio; Body mass index; Obesity; Population health; Gerontology; Demography; Physical therapy; Environmental health; Population; 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.004859151,0.0003964672,0.00126119,0.0001114627,0.001403727,0.00002527561,0.0001845699,0.0001262533,0.0001054016],"category_scores_gemma":[0.0002221396,0.0003301218,0.00006013509,0.001100284,0.0001895167,0.0004077378,0.0001120335,0.001524707,0.00006651314],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007779562,"about_ca_system_score_gemma":0.001717401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001036092,"about_ca_topic_score_gemma":0.00413974,"domain_scores_codex":[0.9915841,0.003563414,0.001784309,0.000881242,0.0004314795,0.001755419],"domain_scores_gemma":[0.9951736,0.0002395813,0.002338986,0.0003844936,0.00009558991,0.001767694],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001218549,0.0003541522,0.715763,0.1457975,0.0000565457,0.00002275975,0.001903535,0.000002161422,2.531993e-8,0.001220662,0.01539183,0.119366],"study_design_scores_gemma":[0.001829477,0.001142523,0.8530344,0.03937642,0.00003611822,0.000001241761,0.000124494,0.0001137067,3.340492e-8,0.0001135253,0.1039753,0.0002527978],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.1503487,0.2066087,0.00005878903,0.6209656,0.0001551827,0.02112437,0.0003060903,0.0003559442,0.00007669396],"genre_scores_gemma":[0.3360442,0.6186501,0.001117309,0.04191266,0.00009443882,0.001845831,0.0001295858,0.00004304796,0.0001628315],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.5790529,"threshold_uncertainty_score":0.9999151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1176527395591146,"score_gpt":0.4757534703320925,"score_spread":0.3581007307729779,"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."}}