{"id":"W4416871402","doi":"10.1080/03155986.2025.2593139","title":"Performance evaluation of healthcare services system in China considering unbalanced regional development: a meta-frontier approach","year":2025,"lang":"en","type":"article","venue":"INFOR Information Systems and Operational Research","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"China; Health care; Healthcare system; Health services; Government (linguistics); Information system","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02842923,0.0001435116,0.000475491,0.001966978,0.0005063844,0.0006226763,0.00043039,0.0001189732,0.0000148643],"category_scores_gemma":[0.0007650782,0.0001041454,0.00006199554,0.002226682,0.000123013,0.002305523,0.0001494427,0.0002299132,0.00002907486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003219165,"about_ca_system_score_gemma":0.001424075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008235882,"about_ca_topic_score_gemma":0.0001224326,"domain_scores_codex":[0.9920136,0.0006411628,0.001911707,0.0002662144,0.004879397,0.0002878644],"domain_scores_gemma":[0.9942406,0.0004690202,0.0003541401,0.0003560619,0.004510902,0.00006924841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002309674,0.000108248,0.09335683,0.003035959,0.0005904509,6.545484e-7,0.02340271,0.6465527,0.0000888605,0.1828597,0.001110147,0.04866273],"study_design_scores_gemma":[0.0006012274,0.00001975186,0.05956369,0.0002597245,0.00002819679,0.000007314811,0.009598249,0.9201027,0.00008408572,0.00007284129,0.009555594,0.0001066695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9641221,0.001626681,0.004114666,0.0005330057,0.0002133745,0.001530676,0.00002402495,0.00002576476,0.02780976],"genre_scores_gemma":[0.9982643,0.00001573885,0.000993444,0.00006674082,0.00001672395,0.0003044921,0.000070752,0.000003114576,0.0002647211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.27355,"threshold_uncertainty_score":0.985306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2348815284811704,"score_gpt":0.4424935046981092,"score_spread":0.2076119762169388,"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."}}