{"meta":{"query_hash":"a4b2920ae8d6","filters":{"venue":"PERSPEKTIF"},"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/a4b2920ae8d6","api":"https://metacan.xera.ac/api/v1/cohort?venue=PERSPEKTIF"},"results":[{"id":"W2228965604","doi":"10.31289/perspektif.v5i1.172","title":"ANALISIS KINERJA BADAN PENANGGULANGAN BENCANA DAERAH KABUPATEN KARO DALAM UPAYA PENANGGULANGAN BENCANA ERUPSI GUNUNG SINABUNG DI KABUPATEN KARO","year":2016,"lang":"en","type":"article","venue":"PERSPEKTIF","topic":"Communication Studies and Media","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Mount; Agency (philosophy); Management strategy; Qualitative research; Business; Sociology; Social science; Business administration; Engineering","score_opus":0.03120318298517789,"score_gpt":0.3192033087340537,"score_spread":0.28800012574887585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2228965604","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9665737,0.0010578246,0.0007379363,0.00041460848,0.000039261588,0.00008654367,0.00063154683,0.000015445188,0.030443188],"genre_scores_gemma":[0.98967105,0.00076362444,0.0008424766,0.00005788322,0.0000051939523,0.00006623849,0.0004343857,0.00000997735,0.008149211],"study_design_codex":"observational","study_design_gemma":"qualitative","domain_scores_codex":[0.99968565,0.00007828458,0.000019305318,0.000046903402,0.00009673089,0.000073072035],"domain_scores_gemma":[0.99959224,0.00013086367,0.000079627265,0.000017003333,0.0001272013,0.00005318386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041890825,0.00030052752,0.00022153888,0.0012124827,0.0017110044,0.0011598035,0.00042810434,0.0002667552,0.008461298],"category_scores_gemma":[0.0008197469,0.00013737532,0.00010512679,0.0019282254,0.00062612764,0.00061730447,0.0007661347,0.00042587565,0.000592213],"study_design_candidate":"qualitative","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":[0.00039864486,0.00031955188,0.49647498,0.0020221027,0.000105848994,0.014431467,0.2456771,0.001109086,0.022965899,0.016776215,0.011823381,0.18789573],"study_design_scores_gemma":[0.000005466824,0.00007322018,0.4753147,0.00038164604,0.000044264914,0.001696182,0.43439138,0.0005273176,0.0031607163,0.0006363273,0.083739266,0.000029523428],"about_ca_topic_score_codex":0.023000157,"about_ca_topic_score_gemma":0.07264652,"teacher_disagreement_score":0.023000157,"about_ca_system_score_codex":0.0015738523,"about_ca_system_score_gemma":0.0013681875,"threshold_uncertainty_score":0.045732558},"labels":[],"label_agreement":null},{"id":"W3179570165","doi":"10.31289/perspektif.v10i2.5003","title":"Studi Fenomenologi Pola Asuh Anak oleh Wanita Indonesia dalam Perkawinan Campur di Eropa dan Kanada","year":2021,"lang":"en","type":"article","venue":"PERSPEKTIF","topic":"Marriage and Family Dynamics","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":"Indonesian; Nonprobability sampling; Psychology; Style (visual arts); Qualitative research; Social psychology; Developmental psychology; Sociology; Social science; Demography; Population; Art; Visual arts","score_opus":0.01957248827252564,"score_gpt":0.28304891738365545,"score_spread":0.2634764291111298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3179570165","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9729767,0.0019479742,0.00031880042,0.0004324383,0.000041143525,0.000037984355,0.000072399176,0.000006202929,0.024166258],"genre_scores_gemma":[0.9907408,0.002020574,0.00030302495,0.00008238396,0.000008463104,0.00003512385,0.00004624266,0.0000040481136,0.0067593995],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.9997372,0.00009605853,0.000019725527,0.000040237814,0.000054777047,0.00005194438],"domain_scores_gemma":[0.9998103,0.000060553128,0.000047554357,0.000012150455,0.000026813355,0.00004269344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005386531,0.0001797851,0.00025073576,0.00038900247,0.0020211758,0.0018914237,0.00020844281,0.00021957811,0.004013006],"category_scores_gemma":[0.0004907156,0.00014462872,0.000114139584,0.00064187596,0.0006736022,0.0008717332,0.00075163686,0.00042871674,0.0005072588],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021678377,0.00082807854,0.34987706,0.0010283788,0.00005776552,0.009701748,0.41656104,0.00028227808,0.0070286724,0.013919629,0.007398462,0.19309996],"study_design_scores_gemma":[0.000011750035,0.00022716851,0.37043428,0.0006373916,0.000059353544,0.005561334,0.5117738,0.0003606127,0.0025779288,0.0017726177,0.10654869,0.000035023768],"about_ca_topic_score_codex":0.0031379994,"about_ca_topic_score_gemma":0.0090655,"teacher_disagreement_score":0.996862,"about_ca_system_score_codex":0.00074817124,"about_ca_system_score_gemma":0.0011134716,"threshold_uncertainty_score":0.013424814},"labels":[],"label_agreement":null},{"id":"W3182036606","doi":"10.31289/perspektif.v10i2.4850","title":"Praktik Paradiplomasi dalam Implementasi Kerjasama Smart City Pemerintah Kota Bandung dan Kota Seoul","year":2021,"lang":"en","type":"article","venue":"PERSPEKTIF","topic":"Islamic Finance and Communication","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":"Diplomacy; Context (archaeology); Government (linguistics); Smart city; Political science; Public administration; Business; Public relations; Economy; Geography; Politics; Engineering; Economics","score_opus":0.0414143623513881,"score_gpt":0.3467922285743881,"score_spread":0.30537786622299995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3182036606","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8210823,0.0025960808,0.0067734662,0.016004452,0.00032648884,0.00053823437,0.00009284455,0.00016325027,0.15242276],"genre_scores_gemma":[0.97682136,0.0025494786,0.0032302404,0.0007265778,0.000017589648,0.00017027925,0.000091337606,0.000029331615,0.016363757],"study_design_codex":"design_other","study_design_gemma":"qualitative","domain_scores_codex":[0.99829453,0.0008116691,0.000079534206,0.00012792513,0.00027412846,0.0004122918],"domain_scores_gemma":[0.9988538,0.00027497552,0.00009026826,0.00007927925,0.00021731973,0.0004843862],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027456016,0.00031290922,0.0002084581,0.00038969985,0.003491327,0.004666613,0.0006791574,0.0007227451,0.0056718034],"category_scores_gemma":[0.0018361947,0.0002466558,0.00028318242,0.0005574573,0.001884588,0.0030875981,0.0045630154,0.0021861505,0.0008162876],"study_design_candidate":"qualitative","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":[0.00037331643,0.0018798205,0.06187816,0.002800756,0.00015181293,0.008000926,0.3256654,0.0037516986,0.015009227,0.19146512,0.041874245,0.34714955],"study_design_scores_gemma":[0.000053693424,0.0004553902,0.036610216,0.0010689262,0.00008216728,0.000675886,0.5022192,0.0015577739,0.0041693123,0.0053608855,0.44768444,0.000062066785],"about_ca_topic_score_codex":0.0059986208,"about_ca_topic_score_gemma":0.012254017,"teacher_disagreement_score":0.0059986208,"about_ca_system_score_codex":0.003454561,"about_ca_system_score_gemma":0.008631059,"threshold_uncertainty_score":0.025064766},"labels":[],"label_agreement":null},{"id":"W4307407767","doi":"10.31289/perspektif.v11i4.7684","title":"Tackling Public Service Delivery Challenges Through Appropriate Work Ethics in Nigeria","year":2022,"lang":"en","type":"article","venue":"PERSPEKTIF","topic":"Islamic Finance and Banking Studies","field":"Business, Management and Accounting","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Sault College","funders":"","keywords":"Service delivery framework; Work (physics); Service (business); Test (biology); Public sector; Sample (material); Business; Public service; Product (mathematics); Public relations; Political science; Marketing; Engineering; Law","score_opus":0.06304478858655221,"score_gpt":0.2545377579713487,"score_spread":0.19149296938479649,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307407767","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86196643,0.005529974,0.010002628,0.05858649,0.00044344732,0.00034306012,0.00001946158,0.000028026408,0.063080505],"genre_scores_gemma":[0.99365085,0.0012682125,0.002113374,0.0008799904,0.000037419086,0.00005509757,0.0000040731707,0.0000045316337,0.0019864128],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9871019,0.008830864,0.0006152306,0.00033497426,0.0012745832,0.0018425052],"domain_scores_gemma":[0.9887798,0.004727654,0.0026026077,0.00043569185,0.0010839913,0.002370282],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009623603,0.0002613739,0.00024712423,0.0008638099,0.010034107,0.010224074,0.0005730961,0.002284071,0.0013667203],"category_scores_gemma":[0.009686587,0.00038439853,0.00018771293,0.0009423699,0.0075104027,0.00346559,0.0048709223,0.002521014,0.00021563955],"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":[0.00012452534,0.0008404254,0.11282998,0.0012808834,0.00003307693,0.008910273,0.4426031,0.0015169748,0.0033337723,0.20844479,0.009472851,0.21060935],"study_design_scores_gemma":[0.000023361225,0.00021351536,0.03508315,0.0020476559,0.000014728654,0.0027400232,0.80382425,0.0018385062,0.0010705661,0.05372079,0.09935566,0.000067815155],"about_ca_topic_score_codex":0.003512568,"about_ca_topic_score_gemma":0.0070878095,"teacher_disagreement_score":0.010224074,"about_ca_system_score_codex":0.0048324936,"about_ca_system_score_gemma":0.026961418,"threshold_uncertainty_score":0.050895095},"labels":[],"label_agreement":null}]}