{"id":"W4412878756","doi":"10.1007/978-3-031-92064-6_3","title":"Leadership Learning for the Teacher Leadership Competency Development of Pre-service Teachers in Canada: Approaches and Prospects","year":2025,"lang":"en","type":"book-chapter","venue":"Studies in educational leadership","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Leadership development; Psychology; Educational leadership; Pedagogy; Teacher leadership; Mathematics education; Medical education; Political science; Public relations; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002336355,0.0005913335,0.0008737539,0.0004235962,0.0007187261,0.0000450023,0.0006946052,0.0003447307,0.0001035617],"category_scores_gemma":[0.002024688,0.0005435658,0.0001197151,0.0003820629,0.001466832,0.0001390338,0.0001136992,0.001409995,0.000004518147],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003158637,"about_ca_system_score_gemma":0.01338165,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0721907,"about_ca_topic_score_gemma":0.9409971,"domain_scores_codex":[0.9961171,0.0003384774,0.001001593,0.0008228534,0.0007886294,0.0009313647],"domain_scores_gemma":[0.9946879,0.004012665,0.0005271003,0.0003135387,0.0003376387,0.0001211421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007208512,0.0001473806,0.03620895,0.002338453,0.0006063327,8.104846e-7,0.8516651,0.00007648377,5.525641e-7,0.08671159,0.006692581,0.01547961],"study_design_scores_gemma":[0.0004399572,0.00001917533,0.04034231,0.001372489,0.0001055433,6.884088e-7,0.9003202,0.00001297721,0.00000313829,0.002303228,0.05454863,0.0005316755],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00382763,0.2043932,0.00003539526,0.6586041,0.003094593,0.005746543,0.00002560658,0.00009979142,0.124173],"genre_scores_gemma":[0.6969298,0.0006724608,0.001145379,0.001520213,0.0007372865,0.0009370241,0.0000542241,0.00007230585,0.2979313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8688064,"threshold_uncertainty_score":0.9997016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4308672348205712,"score_gpt":0.378724734294455,"score_spread":0.05214250052611619,"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."}}