{"id":"W2525716184","doi":"10.5539/ibr.v9n11p116","title":"The Operating Efficiency of Vocational and Senior High Schools in Xindian District of New Taipei City: Three Envelopment Models in DEA","year":2016,"lang":"en","type":"article","venue":"International Business Research","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vocational education; Categorical variable; Data envelopment analysis; Variable (mathematics); Computer science; Operations research; Operations management; Statistics; Psychology; Mathematics; Economics; Pedagogy","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":[0.002065004,0.0004776669,0.0006056669,0.001397,0.0004641852,0.002142145,0.0007712135,0.0006627048,0.001097303],"category_scores_gemma":[0.002687731,0.0003644712,0.001369477,0.001869299,0.0005039767,0.001217711,0.001101431,0.0005447706,0.0001176039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004059473,"about_ca_system_score_gemma":0.00227668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04864802,"about_ca_topic_score_gemma":0.0353168,"domain_scores_codex":[0.9990525,0.0003972184,0.00005975566,0.0001510496,0.0001304818,0.000208896],"domain_scores_gemma":[0.998698,0.0007594635,0.0001724638,0.00009631717,0.0001656159,0.0001080701],"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":[0.0001208071,0.0002140706,0.09247357,0.00007897299,0.0001810845,0.0001149474,0.0003799004,0.8870888,0.0005633505,0.007088102,0.0004820596,0.01121426],"study_design_scores_gemma":[0.000009728029,0.00004698176,0.03775906,0.00001464149,0.00003616143,0.00001358078,0.0006331777,0.9588696,0.0002262105,0.00203388,0.0003356996,0.00002138266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790047,0.00009122046,0.01882511,0.0001331686,0.000006625094,0.00003407834,0.00027319,0.00002316758,0.001608671],"genre_scores_gemma":[0.9964706,0.00006228495,0.002438824,0.000006878465,0.000002069736,0.00003410171,0.0002608205,0.000004377383,0.0007201565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04864802,"threshold_uncertainty_score":0.09672976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1524214467999319,"score_gpt":0.4296699704463969,"score_spread":0.277248523646465,"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."}}