{"id":"W2883178083","doi":"10.1007/978-3-319-93429-7_4","title":"Management in Process: Engaging Office","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Emotional Labor in Professions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; Brandon University","funders":"","keywords":"Office workers; Office management; Process (computing); Post office; Public relations; Everyday life; Office administration; Business; Engineering; Political science; Management; Operations management; Computer science; Public administration","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007138771,0.0001372094,0.0001400948,0.0001767774,0.0003312291,0.00003022075,0.0003563117,0.0002168419,0.01341431],"category_scores_gemma":[0.00005080281,0.0001316513,0.0000416631,0.00007162269,0.0002195944,0.00010459,0.00009659169,0.0003192227,0.001344232],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001720485,"about_ca_system_score_gemma":0.0001717576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001220804,"about_ca_topic_score_gemma":0.002982986,"domain_scores_codex":[0.9986721,0.00004716234,0.0002142193,0.000292221,0.0005368324,0.0002374445],"domain_scores_gemma":[0.9994379,0.0001058152,0.00008967415,0.0001703073,0.0001293446,0.00006700552],"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":[0.000002569171,0.00001122061,0.00001669235,0.00002540129,0.00001602503,0.00001233161,0.003017633,6.107551e-7,1.022926e-7,0.9887527,0.005921685,0.002223075],"study_design_scores_gemma":[0.00006700936,0.000004820793,0.00006851821,0.0003170221,0.00001284359,1.292249e-7,0.003206262,0.00000146066,8.474561e-7,0.3041107,0.6920427,0.0001676979],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00008538923,0.00007803192,0.00001648411,0.0009637144,0.0005201883,0.0003689322,0.000005153632,0.0001011454,0.997861],"genre_scores_gemma":[0.01082413,0.0002019014,0.0009665456,0.0003776037,0.0003830294,0.00001579865,0.00001066613,0.00002364609,0.9871967],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.686121,"threshold_uncertainty_score":0.9994333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03984892686617771,"score_gpt":0.3547009630179657,"score_spread":0.314852036151788,"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."}}