{"id":"W4402791316","doi":"10.1097/xce.0000000000000310","title":"The lifetime healthcare costs of female obesity: modeling of England data and the costs of current pharmacotherapy","year":2024,"lang":"en","type":"article","venue":"Cardiovascular Endocrinology & Metabolism","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre","funders":"","keywords":"Pharmacotherapy; Current (fluid); Obesity; Health care; Medicine; Gerontology; Economics; Nursing; Internal medicine; Engineering; Economic growth; Electrical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.00191661,0.0002062822,0.001264491,0.0001437149,0.00009804213,0.00001187993,0.0003761004,0.00007821882,0.000007726063],"category_scores_gemma":[0.0002746827,0.0001149615,0.0006824854,0.0003040715,0.0004729013,0.00007631814,0.000261515,0.0004222673,0.000001810592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002041128,"about_ca_system_score_gemma":0.0001949204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002869182,"about_ca_topic_score_gemma":0.000006163145,"domain_scores_codex":[0.9974835,0.0007387219,0.000612563,0.0004012259,0.0004255733,0.00033842],"domain_scores_gemma":[0.9973561,0.000854381,0.000116879,0.001375066,0.0002144935,0.00008310355],"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":[0.00125799,0.0001540795,0.01443911,0.001209365,0.01608013,0.000116587,0.001810053,0.0003511813,0.0008066968,0.03515779,0.0003277505,0.9282892],"study_design_scores_gemma":[0.0519715,0.0002758671,0.03020203,0.002040496,0.03397026,0.002992454,0.002691899,0.06981719,0.02782902,0.002431784,0.7744987,0.001278821],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3800355,0.616183,0.00112596,0.000839485,0.001183124,0.000469295,0.0000780238,0.00002516259,0.00006038116],"genre_scores_gemma":[0.8694677,0.1299211,0.00007181232,0.00007904358,0.0003752704,0.00002124693,0.00002518182,0.00002286527,0.00001577361],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9270104,"threshold_uncertainty_score":0.4687994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04291021252677438,"score_gpt":0.3261634407453906,"score_spread":0.2832532282186162,"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."}}