{"id":"W3047205150","doi":"10.82396/cjcd.v15i1.3094","title":"Middle Managers Who Are Doing Well With Change: Helping And Hindering Factors","year":2021,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Job Satisfaction and Organizational Behavior","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Middle management; Public relations; Coping (psychology); Middle level; Psychology; Work (physics); Middle East; Affect (linguistics); Social psychology; Applied psychology; Business; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004600711,0.0003559474,0.0003426933,0.001443851,0.003413832,0.003400552,0.0005199319,0.0008197669,0.003104582],"category_scores_gemma":[0.01910803,0.0003074079,0.0003025618,0.0007314688,0.002301863,0.002145186,0.002344663,0.001326686,0.0002826446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001214689,"about_ca_system_score_gemma":0.003094776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004016301,"about_ca_topic_score_gemma":0.008207446,"domain_scores_codex":[0.995732,0.001733456,0.0002342581,0.0002403391,0.0008326949,0.001227149],"domain_scores_gemma":[0.9812142,0.006181414,0.00416911,0.0005603979,0.001848894,0.006025866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001573791,0.0005052014,0.6733945,0.0002500275,0.00005791298,0.001162713,0.2503863,0.0000558493,0.001660643,0.002227076,0.002450393,0.067692],"study_design_scores_gemma":[0.00002132494,0.0004440036,0.5312364,0.0002637135,0.0000570771,0.0009017164,0.4475899,0.0002213768,0.0005925546,0.002078024,0.01653913,0.00005477394],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915797,0.000543256,0.0004168614,0.002190984,0.00005376363,0.00003779368,0.00001407048,0.00001935839,0.005144205],"genre_scores_gemma":[0.9986299,0.0001697309,0.0002392759,0.0004205338,0.00002512024,0.00001804879,0.000008964555,0.00000424587,0.0004841799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004600711,"threshold_uncertainty_score":0.02433115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01530242175508989,"score_gpt":0.1943169302763028,"score_spread":0.1790145085212129,"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."}}