{"id":"W2612280008","doi":"10.19173/irrodl.v18i3.2957","title":"Talent Management Implementation at an Open Distance E-Learning Higher Educational Institution: The Views of Senior Line Managers","year":2017,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Human Resource and Talent Management","field":"Business, Management and Accounting","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Line management; Higher education; Distance education; Mandate; Talent management; Institution; Senior management; Public relations; Middle management; Strategic planning; Business; Management; Knowledge management; Marketing; Sociology; Pedagogy; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00504401,0.0001356047,0.000245543,0.0001419238,0.001112271,0.001024596,0.002992212,0.00002179224,0.001389101],"category_scores_gemma":[0.0002632477,0.00008908554,0.00005153393,0.0002670878,0.0003164121,0.0011982,0.004616409,0.0003202966,0.00004283809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001223,"about_ca_system_score_gemma":0.00003387338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001434193,"about_ca_topic_score_gemma":0.0004294999,"domain_scores_codex":[0.9979561,0.0001748021,0.0005195272,0.0003174063,0.0007934564,0.0002387126],"domain_scores_gemma":[0.9983982,0.0001318317,0.0006728253,0.0004937827,0.0002819615,0.00002139703],"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":[0.0003931967,0.0004909631,0.1762274,0.00588216,0.0003054656,0.0000288199,0.000220826,0.001065432,0.00004488561,0.7014132,0.01866141,0.09526633],"study_design_scores_gemma":[0.001016369,0.00003799333,0.1641848,0.003422034,0.00004748078,0.000001619291,0.002258184,0.000913503,0.00001028919,0.002519515,0.8254479,0.0001403515],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4267803,0.009836403,0.0005124744,0.1256599,0.0007767951,0.009261088,0.00007898704,0.0000389603,0.427055],"genre_scores_gemma":[0.9879476,0.006052938,0.00005306015,0.0004554239,0.0002023116,0.0002406192,0.0004728403,0.00001243138,0.004562785],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8067865,"threshold_uncertainty_score":0.9995238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1296384461408015,"score_gpt":0.4594788014735013,"score_spread":0.3298403553326998,"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."}}