{"id":"W4396869152","doi":"10.29173/ijll48","title":"Navigating neoliberal waters: Building capacities and skills for effective instructional leadership in higher education.","year":2024,"lang":"en","type":"article","venue":"International Journal for Leadership in Learning","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; Killam Trusts","keywords":"Pedagogy; Political science; Psychology; Mathematics education; Sociology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004178524,0.000350345,0.0003601261,0.002056075,0.0009998645,0.004064793,0.0007519023,0.001325531,0.001361746],"category_scores_gemma":[0.008582438,0.0002529937,0.0004270693,0.001498949,0.002964487,0.004789829,0.002327983,0.001839276,0.0005212461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001925701,"about_ca_system_score_gemma":0.009983254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002014696,"about_ca_topic_score_gemma":0.006221643,"domain_scores_codex":[0.9972014,0.001406175,0.0002426125,0.0001422921,0.0008420232,0.000165531],"domain_scores_gemma":[0.994935,0.002915967,0.0007753432,0.0001585385,0.0008719541,0.0003432684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000361464,0.00006434703,0.001914226,0.02321813,0.00009275124,0.0002945254,0.007759625,0.0003901767,0.001417995,0.1122217,0.02923835,0.823352],"study_design_scores_gemma":[0.00002188076,0.0001325259,0.007149014,0.03235644,0.0001211595,0.0009063352,0.008676833,0.0004358937,0.001602088,0.06877629,0.879767,0.00005459285],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.006123885,0.9363842,0.007391636,0.02381807,0.00102603,0.00008767979,0.00004538455,0.0000778355,0.02504531],"genre_scores_gemma":[0.1671224,0.8077266,0.01242669,0.007675937,0.0006534181,0.0001959645,0.00008207248,0.00002758338,0.00408931],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004178524,"threshold_uncertainty_score":0.02209842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1155450377425609,"score_gpt":0.3902514526568909,"score_spread":0.27470641491433,"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."}}