{"id":"W4385864201","doi":"10.18687/laccei2023.1.1.345","title":"Industry 4.0: a systematic review of the impact of technological innovation on commercial logistics processes","year":2023,"lang":"en","type":"review","venue":"","topic":"Economic and Technological Systems Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Business; Innovation management; Manufacturing engineering; Industrial organization; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00104499,0.000342597,0.003213608,0.000547077,0.00005679468,0.00003790082,0.0009406557,0.001130821,0.0001178659],"category_scores_gemma":[0.006624982,0.0001471674,0.0006792221,0.006091812,0.000175007,0.00008122666,0.0003857411,0.0008308413,0.00008903276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008753132,"about_ca_system_score_gemma":0.0001066933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001784391,"about_ca_topic_score_gemma":0.000009678876,"domain_scores_codex":[0.9972687,0.00003782674,0.00202159,0.0002662591,0.0002328967,0.0001727026],"domain_scores_gemma":[0.9950551,0.0002438282,0.003664572,0.000648798,0.0003836391,0.000004041218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[4.578517e-7,0.00005273807,0.00006648039,0.9285496,0.0002723246,6.825422e-7,1.616628e-7,0.000001442852,1.614853e-8,0.06379781,0.0007330316,0.006525274],"study_design_scores_gemma":[0.00004553939,0.00001789085,0.00001529112,0.9783087,0.002257801,0.000002020907,0.00001726702,0.00001328677,2.345515e-7,0.001298074,0.01779577,0.0002281707],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004208916,0.9911553,0.00005621729,0.0001000221,0.00004462407,0.002344384,0.00002839462,0.0002072466,0.006021764],"genre_scores_gemma":[0.00453746,0.9947313,0.000004801007,0.0001544161,0.00008355003,0.0002002548,0.00004336513,0.00002749369,0.0002173443],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06249974,"threshold_uncertainty_score":0.8721929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1492879815327196,"score_gpt":0.353678117272789,"score_spread":0.2043901357400694,"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."}}