{"id":"W163916269","doi":"10.69645/xpac6304","title":"Middle managers and their strategic work","year":2014,"lang":"en","type":"article","venue":"The business & management collection.","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"HEC Montréal","funders":"","keywords":"Work (physics); Business; Process management; Operations management; Economics; Engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002969611,0.0002252086,0.0001409919,0.001235973,0.005459629,0.008688351,0.0004085026,0.001248955,0.01414617],"category_scores_gemma":[0.00485441,0.0001618606,0.0001196871,0.0007123428,0.005137371,0.003097642,0.002544466,0.00185601,0.001951307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002669706,"about_ca_system_score_gemma":0.004281838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004907913,"about_ca_topic_score_gemma":0.008960526,"domain_scores_codex":[0.9980922,0.0008868207,0.00002997736,0.00009985005,0.0002570562,0.0006340748],"domain_scores_gemma":[0.9972683,0.000619432,0.0002459821,0.0001083298,0.0002817267,0.001476222],"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":[0.0001160846,0.0001795579,0.01641222,0.00005887696,0.00001875665,0.0004882638,0.1062156,0.0001494012,0.0005577435,0.715605,0.06376062,0.09643787],"study_design_scores_gemma":[0.00004064578,0.00008947364,0.02069524,0.0002993442,0.00001361399,0.0002786377,0.1181016,0.0002726777,0.0003183644,0.3100832,0.5497712,0.00003604978],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2589495,0.01449037,0.00272824,0.0679632,0.001416355,0.00003295486,0.00005663712,0.00006048686,0.6543022],"genre_scores_gemma":[0.9433387,0.001745804,0.0003842892,0.003001195,0.0001789797,0.00001796102,0.00001514869,0.00001619458,0.05130176],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01414617,"threshold_uncertainty_score":0.0473237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0206019185127463,"score_gpt":0.1840061521853097,"score_spread":0.1634042336725633,"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."}}