{"id":"W4408153775","doi":"10.1186/s12889-025-21905-2","title":"Modeling the cost of inaction in treating obesity in Canada","year":2025,"lang":"en","type":"article","venue":"BMC Public Health","topic":"Obesity and Health Practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health; Canadian Obesity Network","funders":"Eli Lilly Canada","keywords":"Medicine; Biostatistics; Public health; Obesity; Environmental health; Epidemiology; Intensive care medicine; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001126572,0.001165725,0.0007630032,0.001915861,0.001776179,0.002627653,0.002612266,0.001531535,0.008068431],"category_scores_gemma":[0.005919958,0.0005810291,0.00120669,0.002887404,0.0009023091,0.000748871,0.0009791519,0.001384493,0.0003666301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04816056,"about_ca_system_score_gemma":0.05074991,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9828773,"about_ca_topic_score_gemma":0.9730268,"domain_scores_codex":[0.9992622,0.0001551633,0.00002463004,0.0000985554,0.0001523223,0.0003071249],"domain_scores_gemma":[0.9974461,0.0009165259,0.0001941058,0.00004839589,0.001088724,0.0003062389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002534828,0.0001266865,0.03227892,0.0001660725,0.0001605942,0.0002668703,0.0001261292,0.924742,0.0001394063,0.01441301,0.01265649,0.01467043],"study_design_scores_gemma":[0.0001025946,0.00005444583,0.008646896,0.00009846519,0.0001361348,0.00007519086,0.0002940617,0.9795271,0.00008532869,0.004100714,0.00683942,0.0000398019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7980785,0.008816695,0.04094081,0.01619064,0.000561362,0.0008360237,0.02999657,0.0005102433,0.1040692],"genre_scores_gemma":[0.97065,0.002450671,0.01035995,0.000489925,0.0000628221,0.0001804311,0.003686329,0.00006970756,0.01205008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04816056,"threshold_uncertainty_score":0.3494309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1456775272339738,"score_gpt":0.4601766090734381,"score_spread":0.3144990818394643,"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."}}