{"id":"W4412914322","doi":"10.1007/s42488-025-00151-6","title":"Digital transformation in SMEs: a literature review on optimizing supply chain management","year":2025,"lang":"en","type":"review","venue":"Journal of Data Information and Management","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Canada West; University of Calgary","funders":"","keywords":"Transformation (genetics); Supply chain management; Business; Supply chain; Digital transformation; Computer science; Process management; Industrial organization; World Wide Web; Marketing; Chemistry","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":[0.002221438,0.0008322333,0.001601352,0.005472731,0.0003625337,0.002201565,0.0008655665,0.00144106,0.002965526],"category_scores_gemma":[0.005989748,0.0003520513,0.001166461,0.009765004,0.000562682,0.002590114,0.0008436044,0.0008052073,0.0003364295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001121424,"about_ca_system_score_gemma":0.004674194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003909132,"about_ca_topic_score_gemma":0.01111941,"domain_scores_codex":[0.9991226,0.0002691293,0.0001879611,0.0001122609,0.0002447114,0.00006338937],"domain_scores_gemma":[0.9925448,0.005756468,0.0007841067,0.00008810649,0.0007089326,0.0001175051],"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":[0.000117242,0.0001524288,0.001761633,0.2010372,0.0005944438,0.0002474815,0.0004233982,0.0009066593,0.0008860081,0.004746177,0.00716597,0.7819614],"study_design_scores_gemma":[0.00007669072,0.0006221627,0.01786464,0.3813986,0.007405595,0.001446519,0.003104659,0.001546264,0.00201224,0.007589609,0.5767913,0.0001416607],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006011978,0.9983443,0.0001505346,0.0003162017,0.0000490488,0.000007489237,0.00001921704,0.000002565007,0.00050946],"genre_scores_gemma":[0.00466181,0.9947803,0.0002814572,0.0001345269,0.00004979176,0.000006014524,0.00001725264,8.935581e-7,0.00006789286],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005472731,"threshold_uncertainty_score":0.01174819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02626472820759584,"score_gpt":0.2844461640643432,"score_spread":0.2581814358567474,"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."}}