{"id":"W204702638","doi":"10.1007/bf03397050","title":"International Collaboration in Brazilian Higher Education","year":2015,"lang":"en","type":"article","venue":"Frontiers of Education in China","topic":"Higher Education Governance and Development","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Asian studies; Political science; Higher education; Regional science; Geography; China","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000502013,0.00007731473,0.0001165109,0.0003504878,0.00004597926,0.00004796775,0.0002370205,0.0000819782,0.0002244112],"category_scores_gemma":[0.0002043062,0.00009066086,0.0000189241,0.000758882,0.00007077157,0.0005841197,0.00001339982,0.00008447855,0.00002233006],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001044963,"about_ca_system_score_gemma":0.00830116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004293852,"about_ca_topic_score_gemma":0.001625766,"domain_scores_codex":[0.9988572,0.0001085936,0.0003272822,0.0001812799,0.0003814609,0.0001441987],"domain_scores_gemma":[0.9992772,0.00001431481,0.0001871423,0.0001286977,0.0002877984,0.0001048732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001804992,0.0005066884,0.5234455,0.000003641227,0.000003740922,8.284604e-8,0.02936117,0.00002977711,0.000006178516,0.02036129,0.4141753,0.01208854],"study_design_scores_gemma":[0.0001795819,0.000006642354,0.409877,0.00002448089,0.000001369402,8.078397e-8,0.01351637,0.000003440734,0.00002038675,0.007076746,0.5692197,0.0000741734],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5812812,0.001169271,0.00008017426,0.03330448,0.02895692,0.0004663601,0.000005366189,0.00002542551,0.3547108],"genre_scores_gemma":[0.9527663,0.0001504811,0.008711253,0.0003549113,0.0005151282,0.00008905378,0.00005646722,0.000008191982,0.03734821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3714851,"threshold_uncertainty_score":0.9973208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01173426197305378,"score_gpt":0.3473899076062804,"score_spread":0.3356556456332266,"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."}}