{"id":"W3198063389","doi":"10.1017/9781009488600.003","title":"The Strategic Imperatives","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Business; Process management","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"],"consensus_categories":[],"category_scores_codex":[0.0002421001,0.0003000179,0.0001790493,0.0001972565,0.0005437906,0.0007484875,0.0004911454,0.0001400534,0.00001952793],"category_scores_gemma":[0.000007070636,0.0002552596,0.0001616857,0.00001694748,0.0001796351,0.0002180006,0.0004753562,0.0003376931,0.0002283409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007321158,"about_ca_system_score_gemma":0.00004046027,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001412373,"about_ca_topic_score_gemma":0.00001641422,"domain_scores_codex":[0.9989979,0.000007089577,0.0001518514,0.0003890734,0.0002186842,0.0002354404],"domain_scores_gemma":[0.9992148,0.00006300332,0.0001909031,0.0003792062,0.000136711,0.00001536079],"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":[0.00002637426,0.000002831566,6.684214e-7,0.0001884585,0.00009104596,0.00003159205,0.000006091251,4.809298e-7,0.000004221759,0.8300453,0.1690042,0.0005987259],"study_design_scores_gemma":[0.0001273934,0.000004258612,0.000007365305,0.0001310137,0.0002896036,7.876857e-7,0.000264004,0.0002067091,0.000002094067,0.001081174,0.9975908,0.0002947576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001763652,0.0002419196,0.000008990011,0.0002339885,0.001139907,0.0003674247,0.00001111558,0.0002500057,0.9975703],"genre_scores_gemma":[0.002946528,0.0001211573,0.000005248876,0.0001425957,0.001258764,0.000001638191,0.0000586626,0.00004883416,0.9954166],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8289641,"threshold_uncertainty_score":0.99999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02431604912054403,"score_gpt":0.1978074816730654,"score_spread":0.1734914325525214,"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."}}