{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":1,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":1,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"8f29407f0088","filters":{"venue":"Bahir Dar Journal of Education"}},"results":[{"id":"W4411565573","doi":"10.4314/10.4314/bdje.v25i2.7","title":"Leadership for the management of change: Academic staff's perspectives on the status and determinants of leadership in the public universities of Ethiopia","year":2025,"lang":"en","type":"article","venue":"Bahir Dar Journal of Education","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of British Columbia","funders":"","keywords":"Public relations; Neuroleadership; Leadership style; Change management (ITSM); Political science; Sociology; Leadership studies; Engineering ethics; Management; Medical education; Business; Medicine; Engineering; Marketing; Economics","authors":[{"name":"Habtamnesh Abera Abegaz","is_ca":false},{"name":"Befekadu Zeleke Kidane","is_ca":false},{"name":"Michelle Stack","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2193711098086757,"gpt":0.3934194587081993,"spread":0.1740483488995235,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006058314,0.0001913209,0.0001976784,0.001197635,0.004168524,0.004359697,0.0004060926,0.0005477684,0.00137526],"category_scores_gemma":[0.006387013,0.0002035325,0.0001527402,0.0008709457,0.002042853,0.001256587,0.001396303,0.001038204,0.0001426896],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003572876,"about_ca_system_score_gemma":0.007767112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005785519,"about_ca_topic_score_gemma":0.01014674,"domain_scores_codex":[0.9960669,0.002009737,0.0001446712,0.0001058485,0.000503368,0.001169586],"domain_scores_gemma":[0.9922442,0.002872376,0.00153881,0.0001252864,0.001059691,0.002159656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002275986,0.0003498289,0.385792,0.0003172031,0.00004511601,0.001792525,0.526666,0.0003268717,0.002963245,0.008541536,0.002892257,0.07008578],"study_design_scores_gemma":[0.00001335806,0.0002013817,0.1566737,0.0001985669,0.00001858467,0.000503846,0.8275409,0.0003202722,0.0005685882,0.0007602854,0.01316909,0.00003158358],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922959,0.0006889744,0.0002370761,0.002470576,0.00004968721,0.00001024468,0.00001350759,0.00000294525,0.004231062],"genre_scores_gemma":[0.999119,0.0002412617,0.00006601636,0.000164631,0.00001176791,0.000003100338,0.000003405786,8.918327e-7,0.0003900049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006058314,"threshold_uncertainty_score":0.03203982,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}