{"id":"W4411242726","doi":"10.1108/jmd-04-2024-0134","title":"Decoding the modern supply chain management professional: the industry’s voice","year":2025,"lang":"en","type":"article","venue":"Journal of Management Development","topic":"Quality and Supply Management","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Decoding methods; Business; Supply chain management; Supply chain; Operations management; Process management; Computer science; Telecommunications; Marketing; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004785887,0.0004070399,0.0003903871,0.0008386986,0.001069635,0.0006840623,0.00194818,0.0001270474,0.0002168384],"category_scores_gemma":[0.0000533101,0.000236891,0.0002226673,0.001232728,0.0001195898,0.0007915813,0.001665592,0.0008275372,0.000169136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002561916,"about_ca_system_score_gemma":0.00007257469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001909493,"about_ca_topic_score_gemma":0.00004127119,"domain_scores_codex":[0.9962315,0.0001032497,0.001341455,0.0003790524,0.001319011,0.000625747],"domain_scores_gemma":[0.9981479,0.0001163737,0.0008327051,0.0006146583,0.0002572428,0.00003114162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002264736,0.0006063082,0.005848114,0.001414867,0.002313677,0.0002550153,0.0009311243,0.002326688,0.00001097318,0.2963574,0.4427129,0.2469965],"study_design_scores_gemma":[0.001281854,0.000008766371,0.06680069,0.0006660692,0.0003664698,0.000005150254,0.004422546,0.001258825,0.00002302964,0.01929485,0.9055471,0.0003245885],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1772632,0.002267787,0.05888025,0.2545017,0.01438255,0.00733911,0.000004118465,0.000371431,0.4849898],"genre_scores_gemma":[0.8949961,0.0002949365,0.004189069,0.03188659,0.0009705774,0.000265428,0.0000153846,0.00006089244,0.06732101],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7177329,"threshold_uncertainty_score":0.9660133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02291233729897764,"score_gpt":0.2644104823663565,"score_spread":0.2414981450673789,"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."}}