{"id":"W4387228428","doi":"10.1007/978-3-031-43181-4_8","title":"The Two-Stage Network Based on Ratio Analysis Models","year":2023,"lang":"en","type":"book-chapter","venue":"Studies in big data","topic":"Efficiency Analysis Using DEA","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Stage (stratigraphy); Process (computing); Multiplier (economics); Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","open_science"],"consensus_categories":[],"category_scores_codex":[0.014059,0.0005053024,0.001346846,0.001254083,0.0009574373,0.0004246304,0.005785464,0.0001756681,0.00006772662],"category_scores_gemma":[0.004495619,0.0003011675,0.0004302188,0.003052067,0.000780316,0.0001819792,0.003293145,0.0006215045,0.0005923798],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001427036,"about_ca_system_score_gemma":0.0001762958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000963873,"about_ca_topic_score_gemma":0.01746859,"domain_scores_codex":[0.9921516,0.000349581,0.001598339,0.0019696,0.003367128,0.0005637233],"domain_scores_gemma":[0.9795566,0.01077902,0.0008539566,0.008272266,0.0004691066,0.00006899829],"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":[0.00003243124,0.00001534823,0.00008277723,0.000004961313,0.001383424,0.00006600357,0.0001591327,0.7378529,4.259092e-8,0.04919313,0.2027195,0.008490422],"study_design_scores_gemma":[0.000185375,0.00002759716,0.00003171964,0.0001034376,0.0008640485,1.519084e-7,0.0004194886,0.6644801,1.391017e-7,0.1158206,0.2176773,0.0003900561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003239623,0.01980637,0.06321843,0.009051097,0.01078575,0.001439734,0.005478488,0.0003822533,0.8898055],"genre_scores_gemma":[0.02802857,0.008975933,0.0006898739,0.001794673,0.001763993,0.00004545736,0.001236854,0.0001320142,0.9573326],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07337277,"threshold_uncertainty_score":0.999944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5746619872066696,"score_gpt":0.4691706403779109,"score_spread":0.1054913468287587,"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."}}