{"id":"W4412514813","doi":"10.3390/jrfm18070401","title":"What Drives Cost System Sophistication? Empirical Evidence from the Greek Hotel Industry","year":2025,"lang":"en","type":"article","venue":"Journal of risk and financial management","topic":"Accounting and Organizational Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sophistication; Business; Empirical evidence; Hotel industry; Empirical research; Industrial organization; Marketing; Commerce; Geography; Art; Aesthetics; Mathematics; Tourism; Archaeology","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":[0.001804079,0.0002435928,0.0002459888,0.00249443,0.0004460306,0.002506977,0.0004552608,0.0005004224,0.004381692],"category_scores_gemma":[0.01118547,0.0002574084,0.0003438786,0.00273584,0.001101808,0.001351163,0.001538521,0.0005907369,0.0004369996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001285622,"about_ca_system_score_gemma":0.0008753859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005656268,"about_ca_topic_score_gemma":0.006890672,"domain_scores_codex":[0.998614,0.0004682875,0.0001984339,0.0001649755,0.0003904641,0.0001638307],"domain_scores_gemma":[0.9782516,0.01142222,0.006765115,0.001040138,0.001556646,0.0009643124],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007851666,0.0001644756,0.9766462,0.0001497887,0.00009453691,0.0003626501,0.004066347,0.001149034,0.00060017,0.001726899,0.000217329,0.01474393],"study_design_scores_gemma":[0.000003035981,0.00005292777,0.9923552,0.00004277846,0.00001571319,0.00007575865,0.005159585,0.0008428569,0.0001187264,0.0003160629,0.001007954,0.000009512577],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976006,0.0001716015,0.000102892,0.00007580548,0.000001433598,0.000007204223,0.00004158443,0.000001263806,0.001997555],"genre_scores_gemma":[0.9995629,0.0001259266,0.00008213134,0.00001134461,0.000001969129,0.000002184339,0.00005705122,0.000001123342,0.0001552626],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005656268,"threshold_uncertainty_score":0.01465821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0194075732199372,"score_gpt":0.2478252734065006,"score_spread":0.2284177001865634,"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."}}