{"id":"W2147444704","doi":"10.35608/ruraled.v33i3.407","title":"Principals as Assessment Leaders in Rural Schools","year":2018,"lang":"en","type":"article","venue":"The Rural Educator","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Transformational leadership; Accountability; Context (archaeology); Bureaucracy; Teacher leadership; Pedagogy; Educational leadership; Psychology; Work (physics); Scale (ratio); Professional development; Instructional leadership; Quality (philosophy); Leadership style; Sociology; Public relations; Political science; Engineering; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001094343,0.00009667825,0.0001314171,0.00007270657,0.0004780174,0.0001261649,0.0004081865,0.00006526974,0.001427434],"category_scores_gemma":[0.0002042443,0.00006781473,0.00005165444,0.0003823631,0.0004081768,0.0001868212,0.00003127801,0.0001859378,0.001687088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002703634,"about_ca_system_score_gemma":0.001822542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03165695,"about_ca_topic_score_gemma":0.001981933,"domain_scores_codex":[0.9986242,0.0003397231,0.0002213987,0.000107128,0.0002970541,0.0004104753],"domain_scores_gemma":[0.9992922,0.0001048233,0.00008990498,0.0002634729,0.00007807135,0.0001715275],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001543395,0.0001815533,0.2181246,0.0000144476,0.00003266483,6.182406e-7,0.3877917,7.835295e-7,0.0004276315,0.3028873,0.08231758,0.008205685],"study_design_scores_gemma":[0.0001365551,0.00003588447,0.06666843,0.00006295994,0.000005594041,0.000001911736,0.635442,0.000001329578,0.00008793178,0.002339815,0.2950767,0.0001408969],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8973299,0.0001132629,9.008274e-7,0.05028368,0.001885743,0.0003228682,0.000001544412,0.00003482626,0.05002722],"genre_scores_gemma":[0.9834819,0.00004400317,0.00005518325,0.001617518,0.003271021,0.00006984644,0.000001488038,0.000009749269,0.01144932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3005475,"threshold_uncertainty_score":0.9994854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05567268928825866,"score_gpt":0.4530293262986607,"score_spread":0.397356637010402,"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."}}