{"id":"W2485561074","doi":"10.4018/978-1-59904-771-3.ch009","title":"Leadership and Collaboration","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Collaboration in agile enterprises","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Knowledge management; Leadership style; Competition (biology); Context (archaeology); Shared leadership; Public relations; Political science; Business; Engineering; Computer science; Geography; Ecology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001034693,0.00034193,0.0002836232,0.0001375473,0.0001735093,0.000795371,0.0001910081,0.0004050685,0.0002520939],"category_scores_gemma":[0.00006437617,0.0003629239,0.00005945775,0.00005471213,0.0001339241,0.0003322,0.0001621598,0.0002749036,0.0005680328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007164226,"about_ca_system_score_gemma":0.00009431105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006330614,"about_ca_topic_score_gemma":0.001476272,"domain_scores_codex":[0.9987528,0.000002947291,0.000301345,0.0004067726,0.0003215167,0.0002145816],"domain_scores_gemma":[0.9989236,0.00002024158,0.0003320863,0.0003182674,0.0003830959,0.00002271838],"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":[0.00002830611,0.000003935751,0.0001513155,0.00009915032,0.00002515559,0.00001278857,0.00001424181,0.000001070799,0.00006284375,0.9869832,0.01037575,0.002242205],"study_design_scores_gemma":[0.0003553048,0.000009413649,0.00008085115,0.0001369555,0.0001065149,0.000004848463,0.00007666707,0.00002747443,0.00001966583,0.2694978,0.7292294,0.0004550763],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002968175,0.0002143917,0.00009808564,0.0007445058,0.001286179,0.0004145835,0.0000412598,0.0002257651,0.9966784],"genre_scores_gemma":[0.6870071,0.000006888436,0.0003917389,0.008808775,0.006797168,0.00005397176,0.00006217315,0.0001459413,0.2967262],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7188537,"threshold_uncertainty_score":0.9998823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02549345137855133,"score_gpt":0.2369273657949364,"score_spread":0.211433914416385,"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."}}