{"id":"W2486572379","doi":"10.4018/978-1-4666-9970-0.ch027","title":"The Role of Leadership and Communication","year":2016,"lang":"en","type":"book-chapter","venue":"Advances in linguistics and communication studies","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Meaning (existential); Face (sociological concept); Transition (genetics); Online learning; Knowledge management; Engineering ethics; Psychology; Public relations; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007632988,0.0001046869,0.0002162884,0.00004329318,0.0007268027,0.00002527913,0.0003116162,0.00008584854,0.000001994978],"category_scores_gemma":[0.001878707,0.00007534053,0.00002251277,0.00002109084,0.001590952,0.00003879289,0.000254441,0.0002463679,9.623727e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003075217,"about_ca_system_score_gemma":0.00005612271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003522072,"about_ca_topic_score_gemma":0.00335516,"domain_scores_codex":[0.9992163,0.0001317748,0.0002825699,0.0001101631,0.0001437144,0.0001155387],"domain_scores_gemma":[0.996667,0.002237,0.0003208895,0.0004031139,0.0003504415,0.0000215552],"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":[0.00000474199,0.000003199713,0.0002235476,0.00001544514,0.00001888551,5.493922e-8,0.002036296,4.048912e-7,1.968801e-7,0.7891926,0.00002000046,0.2084846],"study_design_scores_gemma":[0.00005583809,0.00001101182,0.00001973248,0.0003014077,0.0000162314,7.287669e-8,0.009308887,0.000002630996,0.000001041144,0.282319,0.7078986,0.00006547677],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.00001545823,0.458613,0.000002245808,0.001023511,0.00005012947,0.0000783955,0.000003422006,0.00000927916,0.5402046],"genre_scores_gemma":[0.09478682,0.8708825,0.001435835,0.00002818105,0.0001114705,0.000009374643,0.000003562935,0.00001046222,0.03273187],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.7078786,"threshold_uncertainty_score":0.5861928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05889550503340931,"score_gpt":0.3751114673982171,"score_spread":0.3162159623648078,"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."}}