{"id":"W2626738050","doi":"","title":"Key questions for educational leaders by Griffiths, D. & Portelli, J.P.","year":2017,"lang":"en","type":"article","venue":"Canadian Journal of Educational Administration and Policy","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Key (lock); Sociology; Political science; Pedagogy; Psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01523539,0.001204403,0.001421155,0.002436626,0.005074013,0.008558958,0.004152131,0.02163041,0.03921292],"category_scores_gemma":[0.08276869,0.0006223322,0.0009914686,0.00338103,0.003950078,0.01254333,0.004792355,0.01687341,0.02411834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008696314,"about_ca_system_score_gemma":0.02306185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02562842,"about_ca_topic_score_gemma":0.02693757,"domain_scores_codex":[0.9919505,0.002940262,0.000823941,0.0008517573,0.002626024,0.0008074831],"domain_scores_gemma":[0.9385917,0.0187761,0.002041699,0.0009675414,0.03030383,0.009319061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000534915,0.000006837108,0.00008675439,0.0001247962,0.000001408587,0.0000103835,0.0001366497,0.000005991541,0.000009744774,0.001504443,0.9926684,0.005439207],"study_design_scores_gemma":[0.0000178611,0.0000138437,0.001032747,0.001476108,0.000005190095,0.00006118579,0.001788773,0.0000357365,0.00006079817,0.005189118,0.9902951,0.0000237209],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0000605465,0.009522872,0.0001154118,0.9426117,0.04422166,0.00005535649,0.0001744199,0.00002301512,0.003214921],"genre_scores_gemma":[0.00576701,0.03912028,0.001163825,0.8310841,0.06421984,0.0006121956,0.0006662422,0.0001187816,0.05724771],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03921292,"threshold_uncertainty_score":0.1311803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1466123864812103,"score_gpt":0.4976779797754233,"score_spread":0.351065593294213,"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."}}