{"id":"W1279304326","doi":"10.4018/978-1-60566-677-8.ch067","title":"Enabling the Glass Pipeline","year":2011,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"ERP Systems Implementation and Impact","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Wilfrid Laurier University","funders":"","keywords":"Supply chain management; Process management; Supply chain; Business; Agile software development; Service management; Mobile technology; Procurement; Computer science; Knowledge management; Mobile computing; Marketing; Telecommunications","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003152847,0.0004285334,0.0003595745,0.0001080203,0.0002508336,0.000428876,0.0004983627,0.0002013618,0.001037152],"category_scores_gemma":[0.00003770462,0.0003038897,0.0002411721,0.00003458085,0.00007481321,0.0002322913,0.0002484446,0.0002447378,0.002825675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000976126,"about_ca_system_score_gemma":0.00006363059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001084083,"about_ca_topic_score_gemma":0.0005159625,"domain_scores_codex":[0.9983017,0.000006802071,0.0005448951,0.0003557782,0.0004114276,0.000379434],"domain_scores_gemma":[0.9986793,0.00002272753,0.0005678128,0.0005138221,0.0001898902,0.00002648994],"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":[0.0000180204,0.000004414418,0.00005121005,0.00006275585,0.00005473178,0.00001313478,0.00002403711,4.039175e-7,0.000005478626,0.9310873,0.06063708,0.008041443],"study_design_scores_gemma":[0.0003418005,0.000007598696,0.00006806709,0.0001354697,0.0001292613,0.00001051552,0.00005894179,0.00002656485,0.000005016033,0.1856225,0.8132529,0.0003413598],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00005654158,0.0002009002,0.000268635,0.0003175963,0.001207797,0.0005205226,0.0000393294,0.000207603,0.9971811],"genre_scores_gemma":[0.5370366,0.000006081621,0.00003611762,0.0125167,0.006735765,0.00002614591,0.00003623394,0.000125734,0.4434806],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7526158,"threshold_uncertainty_score":0.9999413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0497678347236048,"score_gpt":0.2682104476968739,"score_spread":0.2184426129732691,"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."}}