{"id":"W2758643885","doi":"10.11575/ajer.v63i2.56324","title":"Uplifting leadership for real school improvement—The North Coast Initiative for School Improvement: An Australian telling of a Canadian story","year":2017,"lang":"en","type":"article","venue":"ePublications@SCU (Southern Cross University)","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Townsend; Educational leadership; Sociology; Instructional leadership; Pedagogy; Political science; Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01595828,0.0008824079,0.000551951,0.002090267,0.04217922,0.01219636,0.002669947,0.005186629,0.002207592],"category_scores_gemma":[0.01540779,0.0007229841,0.0006327025,0.003631291,0.02790651,0.00534278,0.007906431,0.01274462,0.0002453334],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1468138,"about_ca_system_score_gemma":0.1617827,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9794425,"about_ca_topic_score_gemma":0.9866497,"domain_scores_codex":[0.9790227,0.009492931,0.0003768167,0.001164927,0.005958272,0.003984306],"domain_scores_gemma":[0.9896082,0.003123592,0.0004719859,0.0004755553,0.00323817,0.003082421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009973567,0.0001412503,0.003971447,0.0004086675,0.00002679873,0.001676459,0.6514382,0.0004588164,0.0007636326,0.2048194,0.08502871,0.05116694],"study_design_scores_gemma":[0.00002771544,0.0001160996,0.01081567,0.0005302289,0.00002678761,0.0004082595,0.2367018,0.0004626263,0.0003647897,0.01031022,0.7400687,0.0001669588],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1255413,0.02116611,0.002998117,0.6693908,0.003393955,0.0003472198,0.0001710777,0.00009608524,0.1768954],"genre_scores_gemma":[0.8494948,0.01902982,0.007987013,0.05259257,0.0003283166,0.0002425421,0.0000995633,0.0001601348,0.0700653],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1468138,"threshold_uncertainty_score":0.989575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2788141580467685,"score_gpt":0.3743039213274344,"score_spread":0.09548976328066594,"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."}}