{"id":"W4411035766","doi":"10.32782/bses.92-6","title":"ASSESSMENT OF THE EFFICIENCY OF LOGISTICS PROCESSES AT FOREIGN ENTERPRISES","year":2025,"lang":"en","type":"article","venue":"Black Sea Economic Studies","topic":"Enterprise Management and Information Systems","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Industrial organization; Process management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004764382,0.0003504543,0.0003659525,0.004707928,0.0004515964,0.001898992,0.0003223465,0.0002820392,0.001042577],"category_scores_gemma":[0.005984422,0.0001353237,0.000435826,0.005200985,0.0004551345,0.001352753,0.0009981836,0.000224669,0.0003205531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001145986,"about_ca_system_score_gemma":0.00109395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00351376,"about_ca_topic_score_gemma":0.002406505,"domain_scores_codex":[0.9974799,0.0006083157,0.0003920422,0.0002160249,0.001005357,0.0002983939],"domain_scores_gemma":[0.9937379,0.001257862,0.002135643,0.0003920114,0.002144683,0.000331915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003055655,0.0001624249,0.8801816,0.0002138422,0.0001645723,0.0004100272,0.002016377,0.01628839,0.003230321,0.002073555,0.0007394139,0.09421392],"study_design_scores_gemma":[0.000006974075,0.0003154676,0.9842423,0.00005144099,0.00003924143,0.0001483874,0.002917715,0.005346579,0.002935172,0.0003340628,0.003631844,0.00003087106],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890146,0.000253604,0.00179081,0.00004380219,0.000004753203,0.00004291498,0.0004607991,0.00002506512,0.008363632],"genre_scores_gemma":[0.9959622,0.0002415996,0.001668666,0.00001009612,0.000004556557,0.0000288543,0.0006010447,0.000004532949,0.001478537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004764382,"threshold_uncertainty_score":0.02519673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02727877889416813,"score_gpt":0.2801713283879053,"score_spread":0.2528925494937371,"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."}}