{"id":"W4396699640","doi":"10.1108/9781804559680","title":"The Theory, Methods and Application of Managing Digital Supply Chains","year":2024,"lang":"en","type":"book","venue":"","topic":"Economic and Technological Systems Analysis","field":"Business, Management and Accounting","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"University of Regina","keywords":"Supply chain; Computer science; Business; Marketing","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006871002,0.000161638,0.0002863415,0.0001614244,0.0001036392,0.0004431889,0.0002594032,0.000142745,0.00005196274],"category_scores_gemma":[0.00003434619,0.00009387032,0.0001318629,0.000111715,0.0001376122,0.0001807418,0.0003467477,0.000147303,0.0001440952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002551293,"about_ca_system_score_gemma":0.000007616515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007069972,"about_ca_topic_score_gemma":0.00003270393,"domain_scores_codex":[0.9992033,0.000004695676,0.0003191761,0.0002810034,0.00006981162,0.0001219913],"domain_scores_gemma":[0.9992602,0.0001626164,0.0002542065,0.0002823733,0.00003577345,0.000004871853],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001511365,0.000002198584,0.0001091831,0.0001268038,0.00009499602,3.771211e-7,0.000001844824,5.819858e-7,0.00000153401,0.7573332,0.003599855,0.2387279],"study_design_scores_gemma":[0.00002175699,0.000001398252,0.00002071932,0.00002827787,0.00009449516,3.915919e-7,0.00007691606,0.003417788,0.000001002673,0.4603035,0.5359504,0.00008336212],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004291063,0.001545735,0.04187069,0.0009002812,0.00008118148,0.0002362211,0.000005849136,0.0001594025,0.9551577],"genre_scores_gemma":[0.07088179,0.0001473024,0.0002467174,0.000171368,0.0005283008,0.00004273248,0.00005440232,0.00003619982,0.9278912],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5323506,"threshold_uncertainty_score":0.4273681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008829934482080646,"score_gpt":0.2372590171996074,"score_spread":0.2284290827175268,"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."}}