{"id":"W2587848901","doi":"10.5430/ijhe.v6n1p251","title":"Design and Intervention of an Educational-Leadership Program: Student Voice and Agency, Expectations and Internationalization","year":2017,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preparedness; Pedagogy; Curriculum; Internationalization; Educational leadership; Higher education; Teacher education; Sociology; Generalizability theory; Agency (philosophy); Psychology; Medical education; Political science; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008774853,0.00009966546,0.0001259705,0.0002555666,0.0003800765,0.0004853778,0.0003618074,0.00005882632,0.0002124985],"category_scores_gemma":[0.000294382,0.0001017974,0.00003690481,0.00005529473,0.0002487694,0.001655494,0.00005358869,0.0001164818,0.000002272747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001265599,"about_ca_system_score_gemma":0.0003271334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003928072,"about_ca_topic_score_gemma":0.00006882536,"domain_scores_codex":[0.9984616,0.0002847961,0.0004466863,0.0001682123,0.0005346198,0.0001040537],"domain_scores_gemma":[0.9975453,0.0001977385,0.0009579975,0.0001299057,0.001031041,0.0001380387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002351817,0.004511178,0.09332528,0.0001003086,0.0006045483,0.000004359203,0.1307698,0.00005617348,0.0007677975,0.2038818,0.003255148,0.5624884],"study_design_scores_gemma":[0.0007404516,0.0002252158,0.9487462,0.0002211468,0.00009366497,0.00002779714,0.01578642,0.00006610213,0.0001329991,0.01529095,0.01850064,0.0001684177],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9657886,0.002008772,0.001344693,0.02434431,0.003967346,0.00041777,0.000003748604,0.00001438468,0.002110388],"genre_scores_gemma":[0.9882542,0.0004569905,0.008253343,0.0001088027,0.0006911905,0.00003814153,0.00001546894,0.00001051414,0.002171356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8554209,"threshold_uncertainty_score":0.4680509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1245812048638735,"score_gpt":0.4772800960454406,"score_spread":0.3526988911815671,"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."}}