{"id":"W2942098073","doi":"","title":"Leadership requirements for school principals: similarities and differences between four competency standards","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Principal (computer security); Diversity (politics); Context (archaeology); Psychology; Cultural diversity; Professional standards; Pedagogy; Instructional leadership; Educational leadership; Medical education; Public relations; Sociology; Political science; Geography; Engineering; Engineering ethics; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006718341,0.00008869865,0.0001582086,0.0002361419,0.000378863,0.000195341,0.0001128812,0.00006339957,0.0006512119],"category_scores_gemma":[0.001451946,0.0000865311,0.00003877322,0.0001128374,0.00028394,0.0002588013,0.000003296735,0.0001146825,0.000004107458],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002287206,"about_ca_system_score_gemma":0.01652245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002484475,"about_ca_topic_score_gemma":0.02722337,"domain_scores_codex":[0.9990512,0.0001052709,0.0002708845,0.0001061576,0.0002312276,0.0002353231],"domain_scores_gemma":[0.9983846,0.0003599814,0.0001798804,0.00005121126,0.0003949913,0.0006293328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001518756,0.00002050874,0.7815639,0.00008973877,0.00006004325,2.839025e-7,0.05034792,1.207682e-7,0.000003925919,0.1605138,0.006138845,0.001245765],"study_design_scores_gemma":[0.0003756638,0.0002164797,0.7361155,0.00009554587,0.00003007344,0.00000739367,0.1249356,5.924736e-7,0.000005685762,0.01338633,0.1246766,0.0001545494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5257034,0.00104804,0.00001882019,0.461879,0.000512164,0.0002995782,0.0001215076,0.000004043161,0.01041349],"genre_scores_gemma":[0.9913651,0.00005490173,0.0002905878,0.001046145,0.001324919,0.000007516447,0.000008397691,0.000005583587,0.005896858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4656617,"threshold_uncertainty_score":0.9905273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.275224846010188,"score_gpt":0.4369278812869637,"score_spread":0.1617030352767758,"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."}}