{"id":"W8879080","doi":"10.59656/el-sb6435.001","title":"Trying to Stay Ahead of the Game: Superintendents and Principals Talk about School Leadership","year":2001,"lang":"en","type":"report","venue":"","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":122,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"York University; Baxter International; William Caspar Graustein Memorial Fund","keywords":"Educational leadership; Psychology; Public relations; Political science; Mathematics education; Pedagogy; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.00162743,0.0001723792,0.0001681101,0.0006940931,0.005043746,0.002159027,0.0003218428,0.0009927554,0.005477726],"category_scores_gemma":[0.007498214,0.0004225262,0.0001443258,0.0005636611,0.0009696956,0.002862487,0.001574761,0.002704645,0.00134496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009951427,"about_ca_system_score_gemma":0.001745871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0168487,"about_ca_topic_score_gemma":0.06207751,"domain_scores_codex":[0.9989762,0.0004213482,0.00004401335,0.00005548729,0.0001720606,0.0003307553],"domain_scores_gemma":[0.9949484,0.00141745,0.001326042,0.0001646398,0.000545045,0.001598456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001404814,0.0003405921,0.4335573,0.0001568453,0.00002608843,0.00086578,0.4245118,0.00007208194,0.001182416,0.002257929,0.09634517,0.0405434],"study_design_scores_gemma":[0.000007688995,0.0001061807,0.2115924,0.00008384319,0.00001141849,0.0004390305,0.7390209,0.00006673414,0.0002615747,0.0003017665,0.04808772,0.00002082286],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9614112,0.0002465267,0.0002577737,0.009351701,0.0001120236,0.00003787725,0.0002895504,0.00003439327,0.02825893],"genre_scores_gemma":[0.9765411,0.000618623,0.0002332919,0.003543433,0.00006027239,0.00007767878,0.0002875186,0.0000251707,0.01861285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0168487,"threshold_uncertainty_score":0.03350121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4093397485848001,"score_gpt":0.4564664696383793,"score_spread":0.04712672105357923,"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."}}