{"id":"W4414820697","doi":"10.22230/ijepl.2025v21n3a1611","title":"Introduction: Teacher Leadership","year":2025,"lang":"en","type":"article","venue":"International Journal of Education Policy and Leadership","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000891441,0.0006777899,0.000420108,0.001241464,0.002347662,0.003776925,0.00101872,0.002772877,0.230393],"category_scores_gemma":[0.002588216,0.0002381878,0.0003787778,0.001115694,0.0008187068,0.002251558,0.002060701,0.003453796,0.1300109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001857041,"about_ca_system_score_gemma":0.002740102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004236215,"about_ca_topic_score_gemma":0.009694472,"domain_scores_codex":[0.999201,0.0001366264,0.00003525157,0.0001708892,0.0003243675,0.0001319448],"domain_scores_gemma":[0.99841,0.0002374925,0.00007896061,0.0000794982,0.000718903,0.0004752302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001030175,0.00001915734,0.000107594,0.0001353651,5.179327e-7,0.00002307506,0.0001652104,0.00001627387,0.00007377515,0.006967404,0.9573967,0.03508449],"study_design_scores_gemma":[0.000004498506,0.00001485569,0.0007173557,0.0001256973,9.830173e-7,0.00004465966,0.0001980409,0.00001236102,0.00005040955,0.001311224,0.9975165,0.000003408408],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001417239,0.01119426,0.002572745,0.1684743,0.1035691,0.0002330431,0.002715262,0.001060432,0.7087635],"genre_scores_gemma":[0.0112386,0.004288791,0.0009549048,0.0260796,0.02000217,0.0001475316,0.001206813,0.0001946835,0.9358868],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.230393,"threshold_uncertainty_score":0.7707415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2397387139719283,"score_gpt":0.4502147153570421,"score_spread":0.2104760013851139,"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."}}