{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005234708,0.001231697,0.002182799,0.001836484,0.000762707,0.002764962,0.004141761,0.001976179,0.01183961],"category_scores_gemma":[0.02250821,0.0009523755,0.002097233,0.002698316,0.001553925,0.006031623,0.001538247,0.00269264,0.001745761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002400204,"about_ca_system_score_gemma":0.00114401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00474547,"about_ca_topic_score_gemma":0.003568932,"domain_scores_codex":[0.996365,0.002230372,0.0001089338,0.0006580396,0.0004493048,0.0001883706],"domain_scores_gemma":[0.988394,0.009647182,0.0005062089,0.0005628399,0.0007031783,0.000186515],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001566212,0.00008804906,0.0009246737,0.0001788193,0.0001497329,0.0001113272,0.0001378317,0.4368201,0.000574536,0.4823776,0.004643467,0.07383718],"study_design_scores_gemma":[0.00001065456,0.00002928726,0.0001928276,0.00001542402,0.0000355575,0.00004699713,0.00001518089,0.8545085,0.000226104,0.1433161,0.001586261,0.00001715754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005912208,0.0003325024,0.9869566,0.000223948,0.00005149836,0.00006049748,0.0001562646,0.0001359827,0.006170499],"genre_scores_gemma":[0.38549,0.001954496,0.5745012,0.0002344771,0.0003564885,0.0007311638,0.0008166697,0.0003796959,0.03553582],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01183961,"threshold_uncertainty_score":0.03960741,"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."}}