{"id":"W172685572","doi":"10.2307/4126477","title":"The Instructional Role of Elementary School Principals","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Education / Revue canadienne de l éducation","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pedagogy; Leadership style; Sociology; Humanities; Political science; Psychology; Public relations; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.003520815,0.0001862348,0.0002767029,0.001170447,0.003375401,0.004158919,0.0007507195,0.0005051276,0.003558124],"category_scores_gemma":[0.008810901,0.0004885019,0.0001438932,0.0008221277,0.001836665,0.001331059,0.001648843,0.001309681,0.0007056366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002213573,"about_ca_system_score_gemma":0.004566996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007115868,"about_ca_topic_score_gemma":0.01313823,"domain_scores_codex":[0.9970303,0.00152841,0.0001507194,0.0003119217,0.0004104633,0.0005682269],"domain_scores_gemma":[0.9906674,0.002368171,0.001619588,0.0004496167,0.001797655,0.003097533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001967113,0.0009211662,0.4939685,0.000304255,0.00002675521,0.001260168,0.4002283,0.0001277747,0.003234369,0.005981712,0.004658544,0.08909177],"study_design_scores_gemma":[0.00004475306,0.0007589058,0.3777611,0.0003358856,0.00003335328,0.0008363464,0.5349839,0.0003680714,0.00144408,0.001166406,0.08222113,0.00004602902],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890778,0.0005759599,0.000742891,0.0008144621,0.00003446173,0.00005482397,0.0000454196,0.00003088292,0.008623372],"genre_scores_gemma":[0.9938683,0.0003960846,0.0006333842,0.0001761945,0.00001771906,0.00004777243,0.00005271693,0.000009993497,0.004797803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007115868,"threshold_uncertainty_score":0.01862007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07669116305358309,"score_gpt":0.3405818961473763,"score_spread":0.2638907330937932,"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."}}