{"id":"W2112125697","doi":"10.5430/jha.v5n1p7","title":"Frontier efficiency of hospitals in United Arab Emirates: An application of data envelopment analysis","year":2015,"lang":"en","type":"article","venue":"Journal of Hospital Administration","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data envelopment analysis; Frontier; Business; Health care; Public health; Efficient frontier; Operations management; Medicine; Geography; Finance; Nursing; Economics; Economic growth; Statistics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.004260995,0.0008879467,0.0008088925,0.003315507,0.0005305308,0.002363438,0.0006547815,0.000836535,0.0014347],"category_scores_gemma":[0.01014012,0.0003892174,0.001366779,0.005061646,0.0007933095,0.001377138,0.00163741,0.001017039,0.0001609347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004835372,"about_ca_system_score_gemma":0.00323234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03195809,"about_ca_topic_score_gemma":0.0130287,"domain_scores_codex":[0.997264,0.001636045,0.0001190949,0.0002091197,0.0005032336,0.0002684536],"domain_scores_gemma":[0.9946442,0.003873831,0.0006013947,0.0001835738,0.0006102033,0.00008692167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.00007270301,0.0001294604,0.04774952,0.0002769085,0.0003200336,0.000392101,0.0004119087,0.8929586,0.0003330185,0.03008538,0.001179187,0.0260911],"study_design_scores_gemma":[0.00001780838,0.0001001999,0.02031704,0.0001566247,0.0000701501,0.0001290314,0.0007999624,0.9581655,0.0006672288,0.01673294,0.002806512,0.00003699599],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8410969,0.003226087,0.1334098,0.001595013,0.00005434684,0.0002104936,0.001227307,0.0001131228,0.01906704],"genre_scores_gemma":[0.9809707,0.001213333,0.01656264,0.0000383884,0.0000142195,0.00007806835,0.0003970552,0.00001443334,0.0007110946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03195809,"threshold_uncertainty_score":0.06354415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08453601485849,"score_gpt":0.3913973130908037,"score_spread":0.3068612982323137,"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."}}