{"id":"W2924786174","doi":"10.4018/978-1-5225-8516-9.ch008","title":"The Role of Leadership and Communication","year":2019,"lang":"en","type":"book-chapter","venue":"Advances in human resources management and organizational development book series","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Face (sociological concept); Meaning (existential); Transition (genetics); Online learning; Public relations; Engineering ethics; Psychology; Knowledge management; Sociology; Political science; Computer science; Engineering; Multimedia; Social science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001543896,0.0006171466,0.0003555691,0.0007898174,0.003077464,0.01028933,0.0009164988,0.001742882,0.01339424],"category_scores_gemma":[0.002194197,0.0001928583,0.0002576893,0.0007971894,0.0058884,0.005983534,0.002668972,0.003355199,0.005001205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00215338,"about_ca_system_score_gemma":0.004145124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001513205,"about_ca_topic_score_gemma":0.001666939,"domain_scores_codex":[0.9980106,0.00097505,0.00004534133,0.0001818166,0.0005078005,0.0002795295],"domain_scores_gemma":[0.9981714,0.0009409644,0.0001287975,0.00009871793,0.0002178735,0.0004422672],"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":[0.00002711072,0.00007956272,0.0003482093,0.0004701857,0.00001169439,0.0002207571,0.01114648,0.0002607022,0.0006766752,0.6261075,0.108022,0.2526291],"study_design_scores_gemma":[0.000007643914,0.00005008354,0.0004688081,0.0006782491,0.000004989449,0.0002916889,0.003421465,0.0001909044,0.0002206025,0.07113431,0.9235191,0.00001219476],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004269591,0.06124817,0.007651076,0.03446802,0.003870473,0.000058111,0.00002728969,0.0002152137,0.8881921],"genre_scores_gemma":[0.2682232,0.09222567,0.01119574,0.01441282,0.005649028,0.0003067676,0.00008839925,0.0002068066,0.6076915],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01339424,"threshold_uncertainty_score":0.04480821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01171724823033264,"score_gpt":0.2432991614744701,"score_spread":0.2315819132441374,"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."}}