{"id":"W1992795506","doi":"10.1001/jama.2009.1821","title":"Eliminating “Waste” in Health Care","year":2009,"lang":"en","type":"article","venue":"JAMA","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Health care; Waste management; Intensive care medicine; Medical emergency; Economic growth","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":[0.03878694,0.002242645,0.001942304,0.004657386,0.01342262,0.02148746,0.003944736,0.01277611,0.01348826],"category_scores_gemma":[0.07184236,0.001193448,0.002298048,0.004613444,0.04059418,0.03519775,0.02266517,0.02309015,0.003171617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01862721,"about_ca_system_score_gemma":0.03287298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01187607,"about_ca_topic_score_gemma":0.01390916,"domain_scores_codex":[0.9377672,0.02895836,0.003415626,0.003932477,0.01985342,0.006072895],"domain_scores_gemma":[0.9575057,0.01888259,0.003725552,0.005168304,0.007929502,0.006788352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001752621,0.0003220934,0.00538557,0.001277947,0.0003525909,0.0003154278,0.007800261,0.001329451,0.0004977982,0.4594132,0.3518793,0.1712511],"study_design_scores_gemma":[0.00009253417,0.0003140013,0.001691927,0.002856544,0.00007819271,0.0002160729,0.006249767,0.0006673328,0.0005567023,0.3656233,0.6215557,0.00009804776],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005364356,0.01660172,0.02069099,0.8909753,0.00979476,0.0001750527,0.0001060095,0.000320535,0.0559713],"genre_scores_gemma":[0.1915332,0.03481434,0.03897595,0.6953754,0.0152914,0.0007435606,0.0003257473,0.0006223061,0.02231802],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03878694,"threshold_uncertainty_score":0.2051274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4800350977818758,"score_gpt":0.5724020629846388,"score_spread":0.09236696520276305,"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."}}