{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007398565,0.0003101933,0.0004078106,0.001765442,0.01084676,0.006070092,0.0008866366,0.001097417,0.007886935],"category_scores_gemma":[0.01006511,0.0009939787,0.0001984656,0.001107507,0.005191749,0.002477905,0.004922076,0.002909919,0.00163498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002975771,"about_ca_system_score_gemma":0.008920852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0050378,"about_ca_topic_score_gemma":0.01468123,"domain_scores_codex":[0.9925975,0.004229401,0.0001908869,0.000633171,0.0007628194,0.001586236],"domain_scores_gemma":[0.9848973,0.002198441,0.002294028,0.0004597751,0.002383692,0.0077668],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003721442,0.0008689228,0.2257051,0.0004158448,0.00002870793,0.004052328,0.6230666,0.0003357605,0.00342971,0.02160829,0.02197487,0.09814171],"study_design_scores_gemma":[0.000130963,0.001081764,0.08628684,0.0003088345,0.0000360907,0.001171877,0.7486452,0.0006271067,0.0009544534,0.004137695,0.1565319,0.00008723165],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977098,0.001010043,0.00203569,0.005802644,0.0002936157,0.000172059,0.00004522484,0.0001125015,0.01343034],"genre_scores_gemma":[0.9880782,0.0004765107,0.0007632264,0.0005027286,0.0000674404,0.00005792613,0.00002841071,0.00002293363,0.01000262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01084676,"threshold_uncertainty_score":0.03912777,"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."}}