{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005249498,0.00008432401,0.0001364435,0.0003475251,0.0009646303,0.0001173448,0.0006587771,0.0000502111,0.0001536796],"category_scores_gemma":[0.003078146,0.00008270993,0.0001298223,0.0003890324,0.0001814651,0.0001883905,0.000042018,0.001058142,0.000003753388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009163309,"about_ca_system_score_gemma":0.0003822918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005292391,"about_ca_topic_score_gemma":0.003166586,"domain_scores_codex":[0.9971806,0.001056891,0.0004207079,0.0001363692,0.0007678827,0.0004375175],"domain_scores_gemma":[0.9976578,0.001695443,0.0003383233,0.00005638193,0.0002036096,0.00004844136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001157673,0.0001618214,0.5037822,0.000005478882,0.00008416474,0.000004108859,0.4411874,0.003042351,0.0001063372,0.02940483,0.0005352167,0.02157041],"study_design_scores_gemma":[0.0004311758,0.00003816902,0.02706993,0.00002451526,0.000004710846,0.000003784938,0.844833,0.0001035869,0.00002347421,0.003618495,0.1237616,0.00008752063],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2487633,0.01058211,0.0001889621,0.7110794,0.009505724,0.001044763,0.00002559537,0.0001115488,0.01869858],"genre_scores_gemma":[0.99601,0.00008412702,0.0000611354,0.0003173513,0.0004016842,0.00007018026,0.000006357127,0.00001307067,0.003036073],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7472467,"threshold_uncertainty_score":0.7419254,"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."}}