{"id":"W269956117","doi":"10.22215/timreview/870","title":"Implementation Prerequisites for Electronic Procurement of Services","year":2015,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"ERP Systems Implementation and Impact","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Procurement; Purchasing; Information and Communications Technology; Process (computing); Purchasing process; Business; Process management; Computer science; Information technology; Knowledge management; Telecommunications; Engineering management; Marketing; World Wide Web; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001294128,0.0001904022,0.0003191097,0.001063746,0.00007108417,0.00005068183,0.0003360472,0.00005412589,0.0002253534],"category_scores_gemma":[0.00004482534,0.0001760063,0.00005175334,0.002959082,0.00003153999,0.0007465923,0.0001393936,0.00006707734,0.00007757839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007907449,"about_ca_system_score_gemma":0.00003264796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003855325,"about_ca_topic_score_gemma":0.00004054861,"domain_scores_codex":[0.9981416,0.000009249146,0.0009309391,0.0002737789,0.0003131059,0.0003313518],"domain_scores_gemma":[0.9978768,0.00000781987,0.0009620837,0.0003275123,0.0008187548,0.000007095461],"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":[0.0000136811,0.00005800894,0.007872467,0.01017564,0.0001167425,3.356872e-7,0.00001379062,0.000002417297,0.0002641208,0.8935466,0.03209995,0.05583621],"study_design_scores_gemma":[0.002163243,0.0001262626,0.001015787,0.001329332,0.0003260898,0.000002067212,0.002119158,0.0001330307,0.0008354846,0.04571895,0.9458926,0.0003379515],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.347561,0.09802125,0.1538839,0.1492594,0.00356988,0.09008073,0.0001334828,0.006869886,0.1506204],"genre_scores_gemma":[0.9847867,0.001310309,0.001987413,0.009239259,0.0002023812,0.001445474,0.0006557067,0.00004574833,0.0003269864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9137927,"threshold_uncertainty_score":0.717733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04511368843097827,"score_gpt":0.3561435352308664,"score_spread":0.3110298467998882,"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."}}