{"id":"W4283257991","doi":"10.29173/ijll17","title":"The Role of Subject Associations in Leadership","year":2022,"lang":"en","type":"article","venue":"International Journal for Leadership in Learning","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"","keywords":"Transformational leadership; Grassroots; Subject (documents); Shared leadership; Leadership studies; Educational leadership; Curriculum; Neuroleadership; Leadership development; Transactional leadership; Public relations; Publishing; Servant leadership; Leadership; Political science; Sociology; Leadership style; Psychology; Pedagogy; Library science; Computer science","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":[0.0094185,0.0001801297,0.000326158,0.002056724,0.007016941,0.008150063,0.0006874645,0.0008798694,0.01118504],"category_scores_gemma":[0.01999075,0.0002477527,0.0002881786,0.003287774,0.008637639,0.004896531,0.004948655,0.001260731,0.00147029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003278089,"about_ca_system_score_gemma":0.01039505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005883204,"about_ca_topic_score_gemma":0.009434088,"domain_scores_codex":[0.9866199,0.009792957,0.0003248435,0.0006133044,0.001174727,0.001474197],"domain_scores_gemma":[0.9609188,0.02009559,0.005083049,0.001670491,0.003555227,0.00867679],"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":[0.0002052398,0.0005461347,0.1702701,0.0005291466,0.00006122472,0.001425755,0.08242965,0.001142327,0.0006545171,0.5001566,0.01346737,0.229112],"study_design_scores_gemma":[0.0001174938,0.0007505846,0.2157486,0.001256768,0.00007309705,0.001408998,0.1260732,0.002086612,0.0004152537,0.2917061,0.3602721,0.00009114756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4881794,0.006203636,0.01058302,0.01280648,0.0008951729,0.0001464569,0.00006387176,0.0001124058,0.4810095],"genre_scores_gemma":[0.9852814,0.001282951,0.001182294,0.0003998095,0.0002443467,0.00005028817,0.0000272257,0.00002153868,0.01151021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01118504,"threshold_uncertainty_score":0.04981041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3205516304027777,"score_gpt":0.424608588182501,"score_spread":0.1040569577797232,"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."}}