{"id":"W4379231690","doi":"10.3390/app13116746","title":"The Role of AI in Warehouse Digital Twins: Literature Review","year":2023,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Supply chain; Computer science; Production (economics); Process management; Maturity (psychological); Supply chain management; Data science; Risk analysis (engineering); Operations management; Business; Engineering; Marketing","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":[0.002498934,0.0008455523,0.001229589,0.007059285,0.0007468939,0.003913807,0.001263417,0.00181904,0.005172513],"category_scores_gemma":[0.01082716,0.0005759913,0.001033371,0.01263954,0.001349511,0.004186711,0.001255241,0.00153957,0.001049247],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001617397,"about_ca_system_score_gemma":0.006453377,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005394708,"about_ca_topic_score_gemma":0.007717299,"domain_scores_codex":[0.9985589,0.0004528354,0.0003140863,0.0002070769,0.0003892722,0.00007780641],"domain_scores_gemma":[0.982293,0.0146242,0.0009846793,0.0002403144,0.001656123,0.0002016707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008890373,0.00009695878,0.001574581,0.1388475,0.0003465185,0.0004383862,0.001571849,0.0007776527,0.0003527516,0.02219418,0.01963669,0.814074],"study_design_scores_gemma":[0.00001683325,0.0001217987,0.005412071,0.1874917,0.001227204,0.001915622,0.002919952,0.0005471134,0.0004866643,0.01383963,0.785946,0.00007545367],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004413309,0.9959865,0.0004301149,0.0008363915,0.0001501818,0.00001522816,0.00004482032,0.000006971959,0.002088445],"genre_scores_gemma":[0.004236548,0.9943888,0.0005243341,0.0004154424,0.0001549125,0.00002192935,0.00006094584,0.00000493963,0.0001921984],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007059285,"threshold_uncertainty_score":0.01730382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152907843434542,"score_gpt":0.2337611553221894,"score_spread":0.2222320768878439,"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."}}