{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002803264,0.0002370985,0.0002627854,0.001801241,0.001700671,0.001757651,0.0007473839,0.0003649331,0.001197152],"category_scores_gemma":[0.02085502,0.0002393685,0.0003214856,0.001189355,0.001569875,0.000677231,0.001216183,0.0007481007,0.0001852816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009561684,"about_ca_system_score_gemma":0.01752861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0913607,"about_ca_topic_score_gemma":0.1653028,"domain_scores_codex":[0.9956354,0.0007206977,0.0004009205,0.0002270229,0.002253663,0.0007622782],"domain_scores_gemma":[0.9842877,0.005041732,0.00204817,0.0005266512,0.006091729,0.002003924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002218979,0.0004355448,0.8021084,0.0003240744,0.00004393053,0.0003644959,0.07143712,0.0007541303,0.004077414,0.00612118,0.002717342,0.1113945],"study_design_scores_gemma":[0.00002144224,0.0001668701,0.927918,0.0000823367,0.00001416851,0.0001435877,0.06229238,0.0006237352,0.0008494593,0.001222477,0.006642258,0.00002330774],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883646,0.00007511512,0.0008086725,0.0002644183,0.000007722268,0.0001479195,0.0001410084,0.00002031448,0.01017024],"genre_scores_gemma":[0.9977701,0.00004860016,0.00112192,0.0000339823,0.000002431781,0.00006011641,0.0002130186,0.000007301883,0.0007427096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0913607,"threshold_uncertainty_score":0.1816578,"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."}}