{"id":"W3159246173","doi":"10.5539/ass.v17n5p1","title":"Developing a Framework to Explore Local Researchers’ Engagement with Global Academia: The Case of Vietnamese Social Sciences Scholars","year":2021,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Vietnamese History and Culture Studies","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Monash University","keywords":"Vietnamese; Disadvantaged; Context (archaeology); Community engagement; Public relations; Political science; Sociology; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.03605323,0.001217675,0.0007714072,0.008933474,0.01993209,0.01708244,0.004579158,0.004723157,0.004773929],"category_scores_gemma":[0.01927786,0.0008242846,0.001035021,0.006510305,0.03791521,0.01974052,0.01779339,0.005010184,0.0006112637],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02270672,"about_ca_system_score_gemma":0.02695216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03519895,"about_ca_topic_score_gemma":0.04467251,"domain_scores_codex":[0.9611155,0.033974,0.0006460686,0.0013383,0.0008084812,0.002117756],"domain_scores_gemma":[0.9732125,0.01959868,0.002120783,0.000841925,0.001737983,0.00248814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001217927,0.00008263583,0.007769659,0.0002367955,0.0000131756,0.001354778,0.8194595,0.0002746053,0.0001950669,0.1616041,0.0009625485,0.008035093],"study_design_scores_gemma":[0.00001073251,0.00003290749,0.00188347,0.0004715194,0.0000136778,0.0002520134,0.9453747,0.0008000868,0.00008591814,0.02464974,0.02640749,0.00001767679],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4559094,0.008220076,0.1411695,0.07391394,0.0005253105,0.003313111,0.0004177456,0.0002205534,0.3163103],"genre_scores_gemma":[0.9549835,0.00176966,0.03436127,0.001643034,0.00004436898,0.001958793,0.0001361217,0.00004075353,0.005062489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9800679,"threshold_uncertainty_score":0.19067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.174200108639738,"score_gpt":0.4421476702366943,"score_spread":0.2679475615969563,"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."}}