{"meta":{"query_hash":"0ba93f7741a5","filters":{"venue":"Global Vietnam"},"cohort_total":4,"direct_labels_cover":0,"predictions_cover":4,"exported":4,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/0ba93f7741a5","api":"https://metacan.xera.ac/api/v1/cohort?venue=Global+Vietnam"},"results":[{"id":"W4387138611","doi":"10.1007/978-981-99-5818-4_7","title":"Home Walk and Home Walking Alongside Vietnamese Newcomer Children and Mothers in Canada: The Resonant Threads","year":2023,"lang":"en","type":"book-chapter","venue":"Global Vietnam","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Vietnamese; Weaving; Temporality; Visual arts; Random walk; Sociology; History; Art; Linguistics; Engineering; Mathematics; Epistemology","score_opus":0.028792354656028224,"score_gpt":0.32713602383574986,"score_spread":0.29834366917972166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387138611","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34153798,0.013747396,0.0000012945895,0.025859224,0.0028181106,0.0021542679,0.00095000764,0.00021623928,0.6127155],"genre_scores_gemma":[0.681942,0.011115708,0.000085715044,0.0060754917,0.0017851385,0.000051240164,0.000116983625,0.00015446931,0.29867324],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9979716,0.00009871969,0.00035683572,0.00046932336,0.0005577758,0.0005457776],"domain_scores_gemma":[0.9990512,0.00012061364,0.00017470321,0.0003030045,0.00005741284,0.00029307554],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005679378,0.00032549392,0.0004121026,0.000085244195,0.00044135883,0.00012858392,0.00037367299,0.00024671233,0.00019374561],"category_scores_gemma":[0.00011667347,0.0002578031,0.00007160937,0.00018236076,0.0003957837,0.00007783408,0.00014989983,0.0003826694,0.0000395054],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052563595,0.000021553042,0.05895247,0.00006437235,0.00021031447,0.00010044188,0.042242907,0.0000056828567,7.003184e-7,0.2787941,0.021798117,0.59775674],"study_design_scores_gemma":[0.0008006766,0.000036267462,0.61711943,0.00041732995,0.00009887105,0.0000451704,0.007952689,0.00003377432,2.3530392e-7,0.031391796,0.3410034,0.0011003441],"about_ca_topic_score_codex":0.92449385,"about_ca_topic_score_gemma":0.9816234,"teacher_disagreement_score":0.59665644,"about_ca_system_score_codex":0.000816454,"about_ca_system_score_gemma":0.002460642,"threshold_uncertainty_score":0.9999874},"labels":[],"label_agreement":null},{"id":"W4387145256","doi":"10.1007/978-981-99-5818-4","title":"A Narrative Inquiry into the Experiences of Vietnamese Children and Mothers in Canada","year":2023,"lang":"en","type":"book","venue":"Global Vietnam","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Regina","funders":"","keywords":"Vietnamese; Narrative; Psychology; Narrative inquiry; Gender studies; Developmental psychology; Sociology; Literature; Art; Linguistics; Philosophy","score_opus":0.020095773361881872,"score_gpt":0.32294827767282763,"score_spread":0.30285250431094574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387145256","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8574423,0.0024592062,3.8175384e-7,0.0024138964,0.0018242209,0.000742239,0.000035608744,0.000023571907,0.13505858],"genre_scores_gemma":[0.8722459,0.0006157807,0.00001362561,0.00065815885,0.0010353694,0.00015417587,0.00002586007,0.000022810444,0.12522829],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9984723,0.00022566403,0.0003296591,0.00024963683,0.0004677583,0.0002550205],"domain_scores_gemma":[0.9992907,0.00008386004,0.00024839822,0.00019999061,0.00006919379,0.000107825865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044731048,0.00016475006,0.0003157124,0.000043295957,0.00026882396,0.000039299168,0.0004033896,0.00014236051,0.00010548854],"category_scores_gemma":[0.00012849241,0.0001239849,0.000050706753,0.0003657747,0.00060173677,0.00006617798,0.00006677821,0.00014383021,0.000009954754],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002584874,0.000003960282,0.0038786998,0.000011260298,0.000023325934,9.791098e-7,0.9212094,0.0000017260257,4.8769813e-8,0.0045737354,0.06872255,0.0015717399],"study_design_scores_gemma":[0.00007633775,0.000013143106,0.0065653506,0.00012899574,0.0000067272904,8.998075e-7,0.9531436,6.0774823e-7,1.6837518e-7,0.0014283642,0.038495354,0.00014047227],"about_ca_topic_score_codex":0.95779467,"about_ca_topic_score_gemma":0.99073803,"teacher_disagreement_score":0.032943368,"about_ca_system_score_codex":0.0011420901,"about_ca_system_score_gemma":0.008821053,"threshold_uncertainty_score":0.99679804},"labels":[],"label_agreement":null},{"id":"W4387817179","doi":"10.1007/978-981-99-5818-4_9","title":"Correction to: A Narrative Inquiry into the Experiences of Vietnamese Children and Mothers in Canada","year":2023,"lang":"en","type":"book-chapter","venue":"Global Vietnam","topic":"Vietnamese History and Culture Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Regina","funders":"","keywords":"Vietnamese; Narrative; Psychology; Narrative inquiry; Developmental psychology; Literature; Art; Linguistics; Philosophy","score_opus":0.014146763593851603,"score_gpt":0.26806724042121644,"score_spread":0.25392047682736485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387817179","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16517587,0.008010758,0.000006956451,0.005510107,0.015601575,0.002326058,0.00006304882,0.00013013094,0.8031755],"genre_scores_gemma":[0.8787253,0.00064989337,0.000023712568,0.00056508416,0.00045867258,0.00014794669,0.000013431454,0.000029895766,0.11938609],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9983564,0.00010636874,0.0003196261,0.00039171817,0.0005554655,0.00027040363],"domain_scores_gemma":[0.99936044,0.00003519717,0.00019723036,0.00018501247,0.00010741572,0.00011467244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000327768,0.00026074066,0.0004151879,0.000045451194,0.0008705689,0.000024572548,0.00033583783,0.00013376091,0.00011211828],"category_scores_gemma":[0.00021385429,0.00019788738,0.00008261341,0.00025112106,0.0007929534,0.000080808866,0.0001230915,0.00023979806,0.000013976281],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023010183,0.0000049975506,0.0003810034,0.000006950229,0.000057936162,0.0000050763956,0.93414205,0.000015196224,3.585974e-7,0.006035852,0.052188657,0.007138892],"study_design_scores_gemma":[0.00010512155,0.000060544873,0.0018064424,0.00022255773,0.000024757124,0.0000018009622,0.95286494,0.0000019893776,3.9340532e-7,0.0018323344,0.042813133,0.00026599754],"about_ca_topic_score_codex":0.56626785,"about_ca_topic_score_gemma":0.9924645,"teacher_disagreement_score":0.7135494,"about_ca_system_score_codex":0.0010965847,"about_ca_system_score_gemma":0.0011499795,"threshold_uncertainty_score":0.8069613},"labels":[],"label_agreement":null},{"id":"W4398181065","doi":"10.1007/978-981-99-9093-1_7","title":"Vietnamese Heritage Language: From Silence to Voice","year":2024,"lang":"en","type":"book-chapter","venue":"Global Vietnam","topic":"Vietnamese History and Culture Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Vietnamese; Silence; Heritage language; Linguistics; Psychology; Communication; History; Art; Aesthetics; Philosophy","score_opus":0.014337943022376624,"score_gpt":0.29278333167355863,"score_spread":0.278445388651182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398181065","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00013630236,0.039183754,0.000013664258,0.0048644478,0.0033224716,0.000627672,0.0014670498,0.0005316037,0.94985306],"genre_scores_gemma":[0.016488388,0.00052063115,0.00035709652,0.0017279832,0.0027351102,0.00006442442,0.000090976544,0.000071648086,0.9779437],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9968045,0.00006357629,0.00043694343,0.0010412155,0.0010130848,0.0006406805],"domain_scores_gemma":[0.99855965,0.000025056697,0.00015274802,0.0006057951,0.00018821716,0.00046855345],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00031599368,0.0006276218,0.0007137281,0.000061366554,0.0011427607,0.00020457526,0.00087082444,0.00061648973,0.0031298692],"category_scores_gemma":[0.00016706786,0.0005991074,0.0004542906,0.00022147865,0.00049658265,0.00017353494,0.00037708879,0.0006036567,0.017967198],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000557444,0.000043031723,0.000020540394,0.00011796871,0.00041380688,0.00065517676,0.13598429,0.000003866924,0.000037632984,0.44699872,0.39469516,0.020974072],"study_design_scores_gemma":[0.000092253846,0.00005401438,0.000016540413,0.000490005,0.00019476123,0.000002487197,0.029355565,5.9561904e-7,6.4412035e-7,0.027578777,0.9415491,0.0006652304],"about_ca_topic_score_codex":0.0007667365,"about_ca_topic_score_gemma":0.01483322,"teacher_disagreement_score":0.54685396,"about_ca_system_score_codex":0.00093272433,"about_ca_system_score_gemma":0.0002940351,"threshold_uncertainty_score":0.999646},"labels":[],"label_agreement":null}]}