{"id":"W2518172933","doi":"10.1186/s13561-016-0117-3","title":"Cost of a lymphedema treatment mandate-10 years of experience in the Commonwealth of Virginia","year":2016,"lang":"en","type":"article","venue":"Health Economics Review","topic":"Lymphatic System and Diseases","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lymphedema; Mandate; Medicine; Health economics; Population; Medicare Part B; Actuarial science; Health care; Family medicine; Public health; Environmental health; Business; Nursing; Economics; Finance; Economic growth; Breast cancer; Cancer; Political science; Law; Payment","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006004886,0.0001381593,0.0001378017,0.0008530953,0.0007809644,0.001436619,0.0004925278,0.0003897571,0.005404331],"category_scores_gemma":[0.003401934,0.000148009,0.000446165,0.0008240874,0.0002484344,0.0003625868,0.00103839,0.0005812069,0.001050947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005421839,"about_ca_system_score_gemma":0.006316157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1663332,"about_ca_topic_score_gemma":0.2748983,"domain_scores_codex":[0.9983478,0.0002865423,0.0001102799,0.0001068877,0.0007238326,0.0004246679],"domain_scores_gemma":[0.9980577,0.0002498519,0.0004408821,0.00007706141,0.0004860603,0.0006884154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004552963,0.000591051,0.5853276,0.0002480943,0.0004174027,0.0008538964,0.0005526847,0.004563207,0.001995525,0.006157736,0.183474,0.2153634],"study_design_scores_gemma":[0.00005726106,0.0004008808,0.8500062,0.000209151,0.0001451013,0.00115652,0.001064605,0.00288872,0.0007399027,0.0005581969,0.1427294,0.00004417914],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.856205,0.003011157,0.000672653,0.007227182,0.0003877437,0.000284926,0.01945974,0.0003048808,0.1124467],"genre_scores_gemma":[0.9702668,0.001258198,0.0004503193,0.0009600612,0.00009545219,0.00006204627,0.006857182,0.00002353686,0.02002651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1663332,"threshold_uncertainty_score":0.3307301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1253742157376865,"score_gpt":0.4066667850342888,"score_spread":0.2812925692966023,"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."}}