{"id":"W4405689358","doi":"10.29173/ijll29","title":"Imagination as a Catalyst for Relational Leadership: Educational Leaders' Perspectives","year":2024,"lang":"en","type":"article","venue":"International Journal for Leadership in Learning","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Educational leadership; Psychology; Shared leadership; Leadership style; Sociology; Management; Pedagogy; Social psychology; Economics","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":[],"consensus_categories":[],"category_scores_codex":[0.002467601,0.0001563783,0.000141633,0.0006563166,0.0006528064,0.0006707206,0.0003846857,0.0001409982,0.0008158568],"category_scores_gemma":[0.0051477,0.0001709292,0.0002103562,0.0003052239,0.0003299542,0.0008861545,0.00001576808,0.0007012499,0.000116308],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001287111,"about_ca_system_score_gemma":0.001690759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006481258,"about_ca_topic_score_gemma":0.0001059163,"domain_scores_codex":[0.9977017,0.0001949096,0.0004209754,0.0003585184,0.0008327204,0.0004912004],"domain_scores_gemma":[0.9968524,0.001957244,0.0001028198,0.00005457507,0.0008814606,0.0001515006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008542672,0.0001317419,0.001844475,0.00007521697,0.0001335631,0.000007230617,0.1657138,0.0003373241,0.00007412038,0.8138366,0.006020732,0.01173979],"study_design_scores_gemma":[0.0007447526,0.00007136655,0.001200257,0.0006885504,0.00003133721,0.00006903231,0.4684736,0.001361765,0.00005256927,0.1271561,0.3997985,0.0003521051],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.00758091,0.005851246,0.03525586,0.9224727,0.01191232,0.000886134,0.00001877672,0.0002193107,0.01580279],"genre_scores_gemma":[0.9451439,0.0001231743,0.00684656,0.001368143,0.003499447,0.0001786097,0.000125491,0.00003988546,0.04267482],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9375629,"threshold_uncertainty_score":0.893306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1977475504219517,"score_gpt":0.4360504909546335,"score_spread":0.2383029405326818,"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."}}