{"id":"W2401337287","doi":"10.5539/ies.v9n6p158","title":"The Investigation of Challenges in Developing and Implementing New Academic Disciplines in Iranian Universities: Views of the Faculty Members","year":2016,"lang":"en","type":"article","venue":"International Education Studies","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Medical education; Curriculum development; Professional development; Faculty development; Discipline; Process (computing); Psychology; Pedagogy; Engineering ethics; Sociology; Medicine; Social science; Engineering","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":[0.001580453,0.00006382142,0.0001203079,0.0002230252,0.0001179519,0.00002291089,0.0004086556,0.00002444481,0.000009116988],"category_scores_gemma":[0.001387122,0.00002983676,0.00002619932,0.0004378103,0.0002001316,0.000382564,0.0003342364,0.00006128999,0.00000145342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001763581,"about_ca_system_score_gemma":0.0005469449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005628891,"about_ca_topic_score_gemma":0.006412028,"domain_scores_codex":[0.9984995,0.0001481528,0.0005301764,0.0001652252,0.0005512928,0.0001057286],"domain_scores_gemma":[0.9976385,0.0009062031,0.0003282071,0.0001215164,0.0009851286,0.00002043345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000135587,0.00003214821,0.5835195,0.00003968416,0.0001002258,2.753267e-7,0.0920982,0.00003690981,0.003209585,0.1142564,0.007376772,0.1991947],"study_design_scores_gemma":[0.0003929978,0.00002240678,0.619826,0.0004850479,0.000003707069,0.000001228789,0.2788244,0.00006716807,0.002236958,0.0795226,0.01853922,0.00007821187],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9122406,0.001520925,0.00004597018,0.08483309,0.00048517,0.0001359955,0.000008509945,0.000001968813,0.0007277597],"genre_scores_gemma":[0.9956967,0.001310496,0.0001747878,0.00003375675,0.00005700587,0.00001543499,0.000001235728,0.000002363939,0.002708268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1991165,"threshold_uncertainty_score":0.3578062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4159561484038243,"score_gpt":0.5362418211219182,"score_spread":0.1202856727180939,"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."}}