{"id":"W3015639878","doi":"10.5539/ibr.v13n5p9","title":"An Exploratory Study of Middle Manager’s Roles in Continuous Improvement","year":2020,"lang":"en","type":"article","venue":"International Business Research","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Middle management; Context (archaeology); Business; Exploratory research; Knowledge management; Middle East; Middle level; Process management; Public relations; Marketing; Political science; Computer science; Sociology; Work (physics); Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008026898,0.0002955886,0.0002645913,0.000801259,0.003747636,0.002282876,0.0008107527,0.001428249,0.00315479],"category_scores_gemma":[0.01121738,0.0004509271,0.0002408667,0.0003717065,0.002050987,0.002306314,0.001723123,0.001400836,0.0002792637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001323587,"about_ca_system_score_gemma":0.001762085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001511219,"about_ca_topic_score_gemma":0.003559,"domain_scores_codex":[0.9943626,0.004241007,0.0001059326,0.0002793206,0.000408454,0.0006026695],"domain_scores_gemma":[0.9868412,0.009255664,0.001043937,0.0004020548,0.0005527574,0.001904336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007814494,0.007248026,0.06066798,0.0002908793,0.00002502322,0.001802397,0.8742248,0.0002220122,0.01380323,0.006685615,0.0009272192,0.0333214],"study_design_scores_gemma":[0.0002495868,0.00687908,0.06739174,0.0001603187,0.00003498069,0.0007211738,0.8946633,0.002169362,0.003778914,0.002710568,0.02113479,0.0001062153],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968399,0.00005323855,0.0007542171,0.0002696672,0.0000080666,0.00007713256,0.000007899151,0.000006839014,0.001983084],"genre_scores_gemma":[0.9972761,0.0000524366,0.001622785,0.0001550973,0.000005496218,0.0001150413,0.000007178845,0.000003118995,0.0007627819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008026898,"threshold_uncertainty_score":0.04245079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08033717169514172,"score_gpt":0.3174377598324295,"score_spread":0.2371005881372878,"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."}}