{"id":"W6962881615","doi":"10.18372/2786-823.1.19273","title":"Ways to improve the professional competencies of logisticians in crisis minds","year":2024,"lang":"uk","type":"article","venue":"Electronic Institutional Repository of the National Aviation University of Ukraine (National Aviation University, Ukraine)","topic":"Business and Economic Development","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Supply chain; Crisis management; Pandemic; Information technology; Organizational learning","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001256649,0.0002874709,0.0003564327,0.0005876347,0.0008641597,0.00002976813,0.0009764332,0.0002132964,0.0003871214],"category_scores_gemma":[0.0002582858,0.0002681722,0.0003019249,0.001480427,0.0008553047,0.0007780882,0.0005162862,0.0004218263,0.0000479462],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004437981,"about_ca_system_score_gemma":0.003504304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00141294,"about_ca_topic_score_gemma":0.0008169017,"domain_scores_codex":[0.9963378,0.0001859764,0.0006894491,0.0005650338,0.001861371,0.0003603204],"domain_scores_gemma":[0.9977425,0.0004520061,0.0006718758,0.0001938745,0.000853988,0.00008574633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003992121,0.0006606021,0.003630935,0.0002210865,0.0003670836,0.000009947745,0.004471336,0.1062829,0.01143145,0.867231,0.004689142,0.0006053252],"study_design_scores_gemma":[0.003981429,0.0004377488,0.738642,0.001080951,0.0004202017,0.00007941865,0.004099286,0.0615014,0.004627568,0.03667045,0.1471878,0.001271769],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8016676,0.00104747,0.03849886,0.07710583,0.005915296,0.004165819,0.003072185,0.0001320521,0.06839491],"genre_scores_gemma":[0.9945338,0.00008901839,0.0006160782,0.0001985799,0.0001348768,0.000001634986,0.0001105327,0.00001199319,0.004303444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8305605,"threshold_uncertainty_score":0.9999771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01146386070716545,"score_gpt":0.2018827773412507,"score_spread":0.1904189166340852,"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."}}