{"id":"W4406853580","doi":"10.2139/ssrn.5044674","title":"AI in Operations Management: Literature Review and Future Research","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Scheduling and Optimization Algorithms","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Wilfrid Laurier University","funders":"","keywords":"Computer science; Process management; Knowledge management; Management science; Business; Engineering","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":[0.005540611,0.0008272799,0.001510679,0.005828807,0.0007097374,0.004965832,0.001862795,0.001723299,0.005530925],"category_scores_gemma":[0.01224342,0.0004707369,0.000761073,0.01480361,0.001743745,0.004927914,0.0009801534,0.002001557,0.0009692863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001843508,"about_ca_system_score_gemma":0.004883382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004192789,"about_ca_topic_score_gemma":0.006315343,"domain_scores_codex":[0.998566,0.0004607991,0.0002183901,0.0002338098,0.0004342437,0.00008677121],"domain_scores_gemma":[0.9733272,0.02168606,0.0009200237,0.0003122933,0.003431737,0.0003227638],"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":[0.0001817084,0.0002119453,0.002571441,0.03308866,0.0003205813,0.0001451344,0.0003874173,0.003097939,0.0004079932,0.03239905,0.01563667,0.9115516],"study_design_scores_gemma":[0.0001382998,0.0006629658,0.01266273,0.07169433,0.001847586,0.00162406,0.00609375,0.02208181,0.001423269,0.1468716,0.7346661,0.0002334603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000864969,0.990846,0.002318139,0.002616449,0.0004396455,0.0000106523,0.0000273371,0.00001086222,0.002866052],"genre_scores_gemma":[0.01564334,0.9786364,0.003131354,0.0007382855,0.001343448,0.00002001728,0.00005800512,0.000005697296,0.0004234207],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005828807,"threshold_uncertainty_score":0.02930188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005962724652220548,"score_gpt":0.288052700921767,"score_spread":0.2820899762695465,"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."}}