{"id":"W4220751036","doi":"10.1016/j.pursup.2022.100753","title":"Future business and the role of purchasing and supply management: Opportunities for ‘business-not-as-usual’ PSM research","year":2022,"lang":"en","type":"article","venue":"Journal of Purchasing and Supply Management","topic":"Sustainable Supply Chain Management","field":"Business, Management and Accounting","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Viewpoints; Purchasing; Scope (computer science); Work (physics); Business model; New business development; Marketing; Sociology; Business; Public relations; Computer science; Political science; Engineering","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.007936612,0.0004947078,0.0008103689,0.00233604,0.001950873,0.001013518,0.0008441389,0.00008566229,0.0001023106],"category_scores_gemma":[0.000176988,0.0004060861,0.0001699672,0.001559904,0.0008001805,0.001238746,0.002766352,0.0006002515,0.00000147495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001641738,"about_ca_system_score_gemma":0.00006638964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003176729,"about_ca_topic_score_gemma":0.00001131738,"domain_scores_codex":[0.9954011,0.0002644314,0.001130353,0.0006224371,0.001662215,0.0009194899],"domain_scores_gemma":[0.9970151,0.0003705808,0.0008976934,0.0005239923,0.001109528,0.00008316],"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":[0.004823068,0.000517066,0.004280542,0.007744268,0.001433039,0.0009369083,0.003054774,0.001162948,0.0001689421,0.6183512,0.01264891,0.3448783],"study_design_scores_gemma":[0.008237385,0.000186628,0.01045668,0.000462777,0.0008709355,0.0001915187,0.2059701,0.002454476,0.00002874125,0.06975899,0.7007471,0.0006347044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7671818,0.02327391,0.002801351,0.1491514,0.00299424,0.008674003,0.00008960429,0.0001970163,0.04563667],"genre_scores_gemma":[0.9879466,0.004490351,0.00140404,0.001581313,0.001278667,0.0002696247,0.00003985055,0.0001143757,0.002875141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6880982,"threshold_uncertainty_score":0.9998391,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02929409714269919,"score_gpt":0.2627589683289123,"score_spread":0.2334648711862131,"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."}}