{"id":"W2168242029","doi":"10.1177/1741143207075391","title":"Ethical Leadership in Canadian School Organizations","year":2007,"lang":"en","type":"article","venue":"Educational Management Administration & Leadership","topic":"Global Education and Multiculturalism","field":"Social Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Sociology; Context (archaeology); Ethical code; Economic Justice; Deontological ethics; Identity (music); Ethical leadership; Pedagogy; Political science; Public relations; Law; Aesthetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001804301,0.0001496489,0.0001020336,0.0004387418,0.0005632182,0.0002220654,0.0003213092,0.0002674843,0.004063813],"category_scores_gemma":[0.001945756,0.0001753541,0.00004034819,0.001457831,0.0002260334,0.0003017921,0.00001077249,0.0004028576,0.0009368944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001175119,"about_ca_system_score_gemma":0.002656264,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06358624,"about_ca_topic_score_gemma":0.7700639,"domain_scores_codex":[0.9977476,0.0001811804,0.000378907,0.0003328098,0.0005389169,0.0008205858],"domain_scores_gemma":[0.9983419,0.000200133,0.00008681959,0.0001808479,0.0003730521,0.0008173184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00001476536,0.0002040233,0.02257597,0.00004328306,0.00001987336,0.000009107242,0.02222268,0.00001423503,0.00001080719,0.9118914,0.04250528,0.0004885734],"study_design_scores_gemma":[0.0003029687,0.00001730641,0.4220812,0.00005359659,0.00001939126,0.00000290852,0.2162901,0.000005864869,0.00002433962,0.001552537,0.3593407,0.0003090848],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02571596,0.0001098258,0.00009032863,0.685781,0.001803745,0.0008410517,0.000006447079,0.00009634584,0.2855553],"genre_scores_gemma":[0.9492601,0.00001568226,0.001105087,0.01566983,0.0005932539,0.00003957551,0.0002009176,0.0000129297,0.03310259],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9235442,"threshold_uncertainty_score":0.999841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1532676160736048,"score_gpt":0.3806508540193788,"score_spread":0.227383237945774,"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."}}