{"id":"W2341960122","doi":"","title":"International University Partnerships in Contemporary Cambodian Higher Education","year":2015,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Cambodian History and Society","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Office of International Science and Engineering; University of Toronto","keywords":"Political science; Higher education; Library science; Sociology; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003961255,0.0001346757,0.0002536702,0.00009559959,0.0002685261,0.0000142572,0.0005118981,0.0004172136,0.01307731],"category_scores_gemma":[0.00002553208,0.0002156882,0.0001528036,0.0001178515,0.00019679,0.0007157707,0.00003046695,0.0001847328,0.00002774992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002916485,"about_ca_system_score_gemma":0.002534469,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4647427,"about_ca_topic_score_gemma":0.7061943,"domain_scores_codex":[0.9988271,0.0002338715,0.00009195489,0.0002741183,0.0003973849,0.0001755918],"domain_scores_gemma":[0.9990597,0.00003840117,0.0002560898,0.0001729175,0.0002851461,0.0001877886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007559932,0.0004868372,0.00953762,0.0001276469,0.0001718661,0.00006585742,0.5983719,0.000003805646,0.00003526013,0.06851631,0.3034634,0.01846352],"study_design_scores_gemma":[0.0003323252,0.00001459671,0.07543544,0.000057608,0.00002327021,7.06091e-8,0.3181607,0.000001661913,2.990815e-7,0.00006272468,0.6057435,0.0001677726],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07559887,0.0007407315,9.659225e-7,0.00122095,0.001889129,0.0002032344,0.00002836772,0.00004156441,0.9202762],"genre_scores_gemma":[0.6465644,0.0003827958,0.00007474169,0.00001769139,0.0001242395,1.212513e-7,0.0002799092,0.000007027845,0.3525491],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5709655,"threshold_uncertainty_score":0.9878249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0720779930996968,"score_gpt":0.3178137554427133,"score_spread":0.2457357623430165,"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."}}