{"id":"W4386367274","doi":"10.3102/ip.23.2005403","title":"International Perspectives on Teacher Leadership","year":2023,"lang":"en","type":"article","venue":"","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Royal University","funders":"","keywords":"Computer science; Knowledge management","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":[0.003045629,0.0004876563,0.0004318225,0.001777236,0.005168349,0.009931049,0.0006525235,0.003372616,0.02135322],"category_scores_gemma":[0.003349516,0.0001756943,0.000363872,0.003330153,0.008490159,0.005680871,0.003758756,0.008680646,0.001785408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004236481,"about_ca_system_score_gemma":0.005353222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004804353,"about_ca_topic_score_gemma":0.008842352,"domain_scores_codex":[0.9969603,0.001315312,0.00008807662,0.0001843824,0.0004765666,0.0009752788],"domain_scores_gemma":[0.9975763,0.001044214,0.0002036239,0.0001182936,0.0004321796,0.0006254719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003253192,0.0000514413,0.0007435182,0.0002065351,0.000007073925,0.000171471,0.01310072,0.0001212612,0.0002383072,0.8848461,0.0729379,0.02754316],"study_design_scores_gemma":[0.00001645754,0.00003641819,0.002520609,0.0005728523,0.000007842438,0.0001563176,0.02174135,0.00006123676,0.0001036463,0.06170441,0.9130684,0.00001034655],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007938834,0.0590565,0.0006847022,0.3856522,0.007624373,0.000007476276,0.00003649042,0.00002052866,0.5389788],"genre_scores_gemma":[0.6355119,0.09456957,0.0009223,0.0518873,0.01564368,0.0000863458,0.0001258345,0.00008735595,0.2011658],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02135322,"threshold_uncertainty_score":0.0714336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3860914420102987,"score_gpt":0.4519302580687965,"score_spread":0.06583881605849784,"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."}}