{"id":"W163916269","doi":"10.69645/xpac6304","title":"Middle managers and their strategic work","year":2014,"lang":"en","type":"article","venue":"˜The œbusiness & 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007009771,0.0004737544,0.0003369982,0.0006936316,0.001270935,0.001309786,0.0006079922,0.00007970328,0.0003981544],"category_scores_gemma":[0.00001119887,0.0003471272,0.0001241311,0.002894718,0.000186973,0.0006101448,0.0006537185,0.0001960748,0.0005832302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006121238,"about_ca_system_score_gemma":0.000007095773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002350379,"about_ca_topic_score_gemma":0.0002657659,"domain_scores_codex":[0.9978504,0.00004323062,0.0004192184,0.0006798308,0.0004010167,0.0006062882],"domain_scores_gemma":[0.9987651,0.00006323724,0.000270572,0.0007159236,0.0001546062,0.0000305949],"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":[0.0006769085,0.001227597,0.01530878,0.004413449,0.002020908,0.0001175497,0.0007336364,0.009761135,0.00004558608,0.5397899,0.2443951,0.1815095],"study_design_scores_gemma":[0.001503706,0.00001621412,0.05839061,0.0001573875,0.0003025427,0.00000439631,0.00228444,0.009248193,0.00000172539,0.02207203,0.9052711,0.0007476439],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3027031,0.0004107473,0.008035132,0.004245639,0.001628089,0.002156549,0.000001468504,0.0008884904,0.6799307],"genre_scores_gemma":[0.968747,0.00008374788,0.00008806033,0.003183877,0.001040299,0.0002119173,0.00002605065,0.00007335521,0.02654567],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6660439,"threshold_uncertainty_score":0.9998981,"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."}}