{"id":"W4315842659","doi":"10.33972/ijsl.143","title":"Servant-Leadership: Creating a Context for Collaboration","year":2013,"lang":"en","type":"article","venue":"International Journal of Servant-Leadership","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Servant leadership; Context (archaeology); Management; Leadership style; Political science; Psychology; Knowledge management; Sociology; Public relations; Computer science; Geography; Economics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00142772,0.000171686,0.0002658582,0.0002296017,0.0003420769,0.0005939195,0.0007726812,0.0001611563,0.001056665],"category_scores_gemma":[0.002155239,0.0001637813,0.0001713605,0.0002435368,0.0002005916,0.001221156,0.0000285351,0.0002848706,0.0001277706],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004326699,"about_ca_system_score_gemma":0.0008222407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002477491,"about_ca_topic_score_gemma":0.0004172024,"domain_scores_codex":[0.9972357,0.000221631,0.000749655,0.000202693,0.001122681,0.0004676197],"domain_scores_gemma":[0.9948903,0.0008069933,0.0004936802,0.0001069783,0.003412072,0.0002899529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0007383411,0.001318166,0.02800348,0.0003870472,0.001367059,0.00006515934,0.3583068,0.00009102193,0.004910693,0.3356342,0.1143522,0.1548259],"study_design_scores_gemma":[0.002272298,0.0002447809,0.007389517,0.0009628049,0.00007639696,0.00003871426,0.7583845,0.0002900638,0.002311452,0.03018272,0.1973098,0.0005370402],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2533685,0.001778834,0.01019625,0.7085017,0.01325489,0.001654444,0.00004064793,0.0001803069,0.01102448],"genre_scores_gemma":[0.9695293,0.00007328072,0.008773545,0.01456674,0.001783527,0.00004072967,0.00001747351,0.00002481985,0.005190587],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7161608,"threshold_uncertainty_score":0.9998565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1771848211349826,"score_gpt":0.373295584356183,"score_spread":0.1961107632212004,"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."}}