{"id":"W4414959216","doi":"10.46254/eu08.20250345","title":"Smart Supply Network Optimization: OR and AI Perspectives","year":2025,"lang":"en","type":"article","venue":"","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Supply chain; Smart manufacturing; Tariff; Supply chain management; Supply network; Industry 4.0; Service management; Routing (electronic design automation)","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":[0.002366353,0.00135771,0.001671138,0.001106224,0.0005239854,0.003039194,0.00198941,0.001708015,0.005279826],"category_scores_gemma":[0.005181654,0.0005566518,0.001359214,0.002543883,0.002096068,0.004181219,0.00151432,0.002753767,0.0005376998],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00172036,"about_ca_system_score_gemma":0.001396528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006025129,"about_ca_topic_score_gemma":0.003015234,"domain_scores_codex":[0.9988386,0.0005516517,0.00005898061,0.0002130402,0.0002489153,0.00008892651],"domain_scores_gemma":[0.996911,0.002357581,0.0001981038,0.0002021913,0.0002589447,0.0000721926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005851243,0.00008965358,0.0007964086,0.0007459068,0.0001403405,0.0001148668,0.00009595959,0.4269454,0.0002952907,0.4709316,0.005609439,0.09417655],"study_design_scores_gemma":[0.00001782013,0.00005441737,0.0002574786,0.0001614994,0.00003274861,0.00005050704,0.00009759638,0.6217666,0.0001685028,0.3601587,0.01721659,0.0000176656],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008120853,0.03463637,0.8964486,0.01134416,0.0006854793,0.00006477976,0.0002096145,0.0002580347,0.04823217],"genre_scores_gemma":[0.5297909,0.07063908,0.3712034,0.004278576,0.004604162,0.0004069819,0.0005772955,0.0003184412,0.01818121],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006025129,"threshold_uncertainty_score":0.01766282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007264972769175012,"score_gpt":0.2193322052982598,"score_spread":0.2120672325290848,"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."}}