{"id":"W2099367783","doi":"10.5430/ijhe.v4n2p38","title":"Factors Influencing Curricular Reform; an Irish Perspective","year":2015,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Workforce; Irish; Perspective (graphical); Globalization; Medical education; Value (mathematics); Public relations; Emigration; Medicine; Psychology; Political science; Pedagogy; Computer science","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":[0.0005708733,0.0001342938,0.0002014049,0.00026928,0.0001324972,0.00002900093,0.0004685467,0.0001289728,0.0005105119],"category_scores_gemma":[0.000214876,0.0001026231,0.00007270918,0.0001682112,0.00003136426,0.0009348606,0.0000517766,0.0005189735,0.00008182712],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004537004,"about_ca_system_score_gemma":0.001823585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002960804,"about_ca_topic_score_gemma":0.00004238506,"domain_scores_codex":[0.9978437,0.0002760271,0.0007148483,0.0001432931,0.000777083,0.0002450822],"domain_scores_gemma":[0.9936442,0.00005925824,0.000857131,0.0001562877,0.004897204,0.0003858588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003736604,0.0009963739,0.7391722,0.00004144673,0.0002557453,0.00002331244,0.06394714,0.0002051163,0.000202337,0.04448899,0.1460157,0.004277985],"study_design_scores_gemma":[0.001095245,0.0003528162,0.5561693,0.0007731218,0.00004714371,0.00003054006,0.1714621,0.00001578032,0.00008458416,0.01547374,0.2542532,0.0002425144],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552476,0.0008758546,0.00003026394,0.004488333,0.01266746,0.000164473,0.000005237716,0.00002988646,0.02649089],"genre_scores_gemma":[0.991909,0.00002590592,0.000663735,0.001543643,0.002968657,0.000009040059,0.0000197459,0.00001879648,0.00284152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1830029,"threshold_uncertainty_score":0.9992844,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08526260252238972,"score_gpt":0.5088232728960914,"score_spread":0.4235606703737017,"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."}}