{"id":"W4409896213","doi":"10.23977/jaip.2025.080207","title":"Construction and Practice of Supply Chain Optimization Decision System Driven by Artificial Intelligence","year":2025,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Practice","topic":"E-commerce and Technology Innovations","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Supply chain; Computer science; Artificial intelligence; Management science; Business; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002220696,0.0008783203,0.0007036874,0.001575107,0.001239337,0.002615268,0.001229111,0.0008944349,0.002611561],"category_scores_gemma":[0.002445632,0.0004789791,0.001027402,0.001944527,0.001080214,0.002190459,0.001760666,0.001409929,0.0004452857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001880511,"about_ca_system_score_gemma":0.002953023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005904597,"about_ca_topic_score_gemma":0.003115182,"domain_scores_codex":[0.9979222,0.0006268821,0.0002377391,0.0004342892,0.0006683239,0.0001105828],"domain_scores_gemma":[0.9992575,0.0002640303,0.0000799139,0.00007044291,0.0002809573,0.00004712309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00009595412,0.0001315461,0.0039297,0.000629179,0.0002153361,0.0005164347,0.0009021839,0.5242802,0.006158714,0.212309,0.003961768,0.2468701],"study_design_scores_gemma":[0.00002752822,0.00006799973,0.0006559852,0.00009948306,0.00005603452,0.0001010461,0.0001416127,0.9279274,0.00222021,0.05600326,0.01265893,0.00004049908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00710009,0.0004532285,0.9830496,0.0004734962,0.00007036782,0.0001711851,0.00005771526,0.0004201043,0.008204228],"genre_scores_gemma":[0.4805037,0.00216212,0.5115275,0.0002555989,0.0001399546,0.0006531572,0.0004135966,0.00008041993,0.004263902],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005904597,"threshold_uncertainty_score":0.01364416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02833908278075671,"score_gpt":0.3114012773879393,"score_spread":0.2830621946071826,"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."}}