{"id":"W3008448767","doi":"10.5539/gjhs.v12n3p121","title":"Measuring the Efficiency of Public Hospitals in Kuwait: A Two-Stage Data Envelopment Analysis and a Qualitative Survey Study","year":2020,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Healthcare Systems and Reforms","field":"Economics, Econometrics and Finance","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data envelopment analysis; Tobit model; Operations management; Public hospital; Scale (ratio); Public sector; Business; Medicine; Nursing; Economics; Statistics; Geography; Econometrics; Mathematics","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":[0.007793692,0.0004232329,0.0005050097,0.001752254,0.002972724,0.001838808,0.001025855,0.0008415374,0.001299364],"category_scores_gemma":[0.009972693,0.0005562477,0.000383725,0.002786075,0.003221925,0.002103479,0.00216286,0.000921273,0.0001827818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007950087,"about_ca_system_score_gemma":0.005308125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01456836,"about_ca_topic_score_gemma":0.01543034,"domain_scores_codex":[0.9946012,0.003188821,0.0002968866,0.0002316993,0.0005733313,0.001108019],"domain_scores_gemma":[0.9874275,0.007798008,0.001828017,0.0003577878,0.001896174,0.0006924602],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001006675,0.0002273781,0.09945855,0.0005055486,0.00002638655,0.001329522,0.8706879,0.0009157268,0.005177363,0.00183799,0.000608458,0.0191245],"study_design_scores_gemma":[0.000004504307,0.0001398543,0.03868827,0.000171199,0.00001008612,0.0003052103,0.954404,0.0008879909,0.001322976,0.0002403475,0.003787094,0.00003845479],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99808,0.00006899559,0.0007329786,0.0004204945,0.000002755474,0.0000683389,0.00009841647,0.000004836321,0.0005231657],"genre_scores_gemma":[0.9982758,0.0001946723,0.0008170946,0.000104546,0.000002431821,0.000116689,0.00005693832,0.000004188272,0.000427726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01456836,"threshold_uncertainty_score":0.05768216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.300523713446081,"score_gpt":0.4053537071998412,"score_spread":0.1048299937537602,"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."}}