{"id":"W4403731037","doi":"10.1080/03155986.2024.2417495","title":"Restructuring units in the simultaneous presence of desired and undesired factors","year":2024,"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":"","keywords":"Restructuring; Business; Finance","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":[0.003139921,0.0006014692,0.0008154379,0.0008464894,0.0007342072,0.002620833,0.0008572424,0.0008183136,0.001160473],"category_scores_gemma":[0.006871837,0.0003326433,0.0006069798,0.00154506,0.001104259,0.001809279,0.001751855,0.0008126809,0.0002624216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001239433,"about_ca_system_score_gemma":0.001701021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003126028,"about_ca_topic_score_gemma":0.00294233,"domain_scores_codex":[0.9981668,0.0007190063,0.0001240377,0.0002233538,0.0005248266,0.0002419315],"domain_scores_gemma":[0.9967265,0.001873001,0.0004677833,0.0004634143,0.0003841496,0.00008516091],"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":[0.0002580553,0.0001969469,0.01331394,0.0003037423,0.0001034386,0.0007504329,0.0009019644,0.7520196,0.025484,0.06358246,0.0005371174,0.1425483],"study_design_scores_gemma":[0.00003110155,0.0003530335,0.009228832,0.0001000144,0.0001094163,0.0002643972,0.001782065,0.8897266,0.02532193,0.06507778,0.007931293,0.00007359312],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2689185,0.0002022564,0.7208937,0.0002165741,0.00001879004,0.0002814257,0.00009050745,0.0001243904,0.009253846],"genre_scores_gemma":[0.8909471,0.0001946835,0.1064452,0.00004144347,0.00000898414,0.0001536271,0.00007864724,0.00003678873,0.002093522],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003139921,"threshold_uncertainty_score":0.01660573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2436694788138407,"score_gpt":0.4402018765132102,"score_spread":0.1965323976993696,"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."}}