{"id":"W4239917530","doi":"10.2139/ssrn.2658285","title":"Benchmarking","year":2015,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Benchmarking; Computer science; Business","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":[0.01037382,0.0008216203,0.0009243847,0.006735374,0.00197068,0.005667726,0.002292727,0.001416465,0.139956],"category_scores_gemma":[0.03624093,0.0003321163,0.0006866706,0.009623408,0.0007566401,0.003545939,0.00318558,0.00135171,0.03805509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002585376,"about_ca_system_score_gemma":0.004864739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006403296,"about_ca_topic_score_gemma":0.005936447,"domain_scores_codex":[0.9818121,0.005419477,0.001272963,0.001796708,0.007998393,0.001700513],"domain_scores_gemma":[0.9775198,0.003021081,0.001226788,0.005316244,0.01156053,0.001355498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003596719,0.0003881577,0.009704734,0.0005991511,0.0000617841,0.0001149847,0.0005622404,0.00354166,0.001436802,0.09451776,0.2995909,0.5891221],"study_design_scores_gemma":[0.00006573612,0.0003698648,0.0199001,0.0007193278,0.00004631222,0.0003215206,0.0009401355,0.005355219,0.00327232,0.02928068,0.939653,0.00007582252],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02216334,0.001806037,0.04139616,0.003208899,0.00219151,0.0009901727,0.01239127,0.004884858,0.9109678],"genre_scores_gemma":[0.4245804,0.002758542,0.06901866,0.003341914,0.001046954,0.002545764,0.05567465,0.004271193,0.4367619],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.139956,"threshold_uncertainty_score":0.4681994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01174164889182464,"score_gpt":0.203417175566917,"score_spread":0.1916755266750924,"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."}}