{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000267691,0.0001305744,0.0003111757,0.0001678575,0.0001291496,0.00004301545,0.000340599,0.00002371624,0.00004524642],"category_scores_gemma":[0.0001402063,0.00009106634,0.00009251299,0.0002166242,0.0002257748,0.0003162145,0.0007009582,0.00003340883,0.00003213186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009492807,"about_ca_system_score_gemma":0.00004106776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004112918,"about_ca_topic_score_gemma":0.00006437973,"domain_scores_codex":[0.999032,0.00000713317,0.0005765088,0.0001407675,0.0001078022,0.0001358225],"domain_scores_gemma":[0.9988831,0.00009892856,0.0005807717,0.0002520189,0.0001821769,0.000003041055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002079178,0.00007178607,0.8571339,0.00445101,0.0003621058,1.869506e-7,0.000242466,0.002652279,0.00002310653,0.09219867,0.04267308,0.0001706755],"study_design_scores_gemma":[0.00600997,0.0001258209,0.5578728,0.003881711,0.001360742,0.000001069861,0.04724197,0.06979205,0.004709921,0.02014283,0.2873917,0.001469412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4130668,0.0004953899,0.001931645,0.0002953683,0.0008267541,0.0006112331,0.00001361914,0.00004152611,0.5827177],"genre_scores_gemma":[0.9978564,0.000149202,0.00003054468,0.0003048954,0.00008941063,0.00002308376,0.000004367498,0.00000587044,0.001536263],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5847896,"threshold_uncertainty_score":0.3713578,"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."}}