{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":7,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":7,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"492b4d8e61f2","filters":{"venue":"Asiascape Digital Asia"}},"results":[{"id":"W2769856418","doi":"10.1163/22142312-12340076","title":"Introduction: Regional Platforms","year":2017,"lang":"en","type":"article","venue":"Asiascape Digital Asia","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":55,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Typology; Regionalism (politics); Relation (database); Database transaction; Digital media; Meaning (existential); Computer science; Data science; Economic geography; World Wide Web; Epistemology; Geography; Political science; Database","authors":[{"name":"Marc Steinberg","is_ca":true},{"name":"Jinying Li","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04467637551136255,"gpt":0.2897682445652171,"spread":0.2450918690538545,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001222192,0.00009826657,0.0001035866,0.00002080966,0.001537667,0.001152802,0.0004063598,0.00008906929,0.000987964],"category_scores_gemma":[0.0002149698,0.00007967003,0.0000692907,0.00006104319,0.000343882,0.001458382,0.00008320993,0.0001117226,0.0005191284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008199677,"about_ca_system_score_gemma":0.0001142506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001914862,"about_ca_topic_score_gemma":0.0002709363,"domain_scores_codex":[0.9990329,0.000004157213,0.0001364033,0.0002114492,0.0003368698,0.0002781934],"domain_scores_gemma":[0.9993769,0.00001340531,0.0001091543,0.0002787147,0.00008682827,0.0001349854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001062737,0.00002533491,0.004159592,0.000001295796,0.00002078375,0.000007977679,0.00124788,3.045242e-7,0.000003946787,0.04316117,0.8363121,0.115049],"study_design_scores_gemma":[0.0001091019,0.00001415231,0.02193223,0.000006139405,0.000002915394,0.000007368776,0.004201115,9.119898e-7,0.00003771097,0.002855898,0.970699,0.0001335289],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.115012,0.00005717657,0.00001081407,0.1048683,0.00104014,0.0001817533,0.000007849711,0.0001197988,0.7787023],"genre_scores_gemma":[0.7869567,0.00002079175,0.00004187342,0.00007471777,0.002225251,0.000007174436,0.00002413855,0.000006492789,0.2106429],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6719447,"threshold_uncertainty_score":0.9999253,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1981195065","doi":"10.1163/22142312-12340021","title":"Regional tv: Affective Media Geographies","year":2015,"lang":"en","type":"article","venue":"Asiascape Digital Asia","topic":"Asian Culture and Media Studies","field":"Social Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Regionalism (politics); Movie theater; China; Context (archaeology); Media studies; Feeling; Advertising; Economic geography; Political science; Sociology; Business; Geography; Art; Visual arts; Politics; Psychology","authors":[{"name":"Thomas Lamarre","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03193694482291269,"gpt":0.280454075819871,"spread":0.2485171309969583,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002389612,0.0001730529,0.0002193202,0.000100381,0.0002950321,0.0001774908,0.0002498328,0.0001146912,0.00003544453],"category_scores_gemma":[0.0008358501,0.0001448555,0.0001439075,0.0005179826,0.0006978314,0.0007374788,0.00007007619,0.0001349539,0.0004016212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006380826,"about_ca_system_score_gemma":0.0001925172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001697052,"about_ca_topic_score_gemma":0.001228925,"domain_scores_codex":[0.9983954,0.00006106663,0.0001536506,0.0002782955,0.0006728243,0.000438692],"domain_scores_gemma":[0.9989929,0.0001703694,0.00007319963,0.00014757,0.000232147,0.0003837787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007409447,0.0002267912,0.03324023,0.000008195858,0.0002051023,0.00008215229,0.2196262,6.969551e-7,0.00000742471,0.09273784,0.5397546,0.1140367],"study_design_scores_gemma":[0.0003914606,0.00007395303,0.01539474,0.00002045402,0.00002483291,0.000007577567,0.1926775,4.351066e-7,0.00002380142,0.01338799,0.7777255,0.0002717663],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0466592,0.001245647,0.00002916246,0.005946141,0.000795388,0.0002749662,0.00002307698,0.0002582936,0.9447681],"genre_scores_gemma":[0.9954791,0.0001113406,0.00009953661,0.0001898191,0.0009139703,0.00003309531,0.00003769448,0.00001501827,0.003120428],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9488199,"threshold_uncertainty_score":0.5907037,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2778746917","doi":"10.1163/22142312-12340081","title":"Platformativity: Media Studies, Area Studies","year":2017,"lang":"en","type":"article","venue":"Asiascape Digital Asia","topic":"Posthumanist Ethics and Activism","field":"Social Sciences","cited_by":34,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"McGill University","funders":"","keywords":"Geopolitics; Performativity; Subaltern; Normative; Sociology; Discipline; Posthuman; Relation (database); Sovereignty; Epistemology; Political science; Politics; Social science; Gender studies; Law; Philosophy; Computer science","authors":[{"name":"Thomas Lamarre","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1760042513925244,"gpt":0.3992940158655731,"spread":0.2232897644730487,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005074574,0.0001921086,0.0003464373,0.00005279622,0.002617286,0.001054496,0.0006492517,0.0001072994,0.00002878973],"category_scores_gemma":[0.003595875,0.0001605466,0.0001174689,0.00006787803,0.001307169,0.002539047,0.0003229733,0.0002382277,0.0002162929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001155961,"about_ca_system_score_gemma":0.0001314541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006057079,"about_ca_topic_score_gemma":0.001184786,"domain_scores_codex":[0.9984409,0.00003530904,0.0002213833,0.0002657085,0.0005838617,0.0004528987],"domain_scores_gemma":[0.9984097,0.0004711654,0.0002615754,0.0004711029,0.0002423076,0.0001441738],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003977719,0.000243782,0.005300215,0.00007056016,0.0008739673,0.0001640004,0.2733128,4.173116e-7,0.00003077517,0.4034659,0.01683793,0.2996598],"study_design_scores_gemma":[0.0009061387,0.0001366683,0.03526767,0.0003324563,0.00006876176,0.00001262909,0.2232219,0.00001321158,0.0003820262,0.3215744,0.4170268,0.001057387],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4322021,0.001728774,0.000008817878,0.007416417,0.001227104,0.000245766,0.00006874698,0.000177762,0.5569245],"genre_scores_gemma":[0.9963533,0.0007750578,0.00002639887,0.0001244519,0.0003453285,0.00001682649,0.000006661372,0.00001571389,0.002336244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5641512,"threshold_uncertainty_score":0.9999825,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2778705157","doi":"10.1163/22142312-12340078","title":"Rise of Platform Imperialism in the Networked Korean Society: A Critical Analysis of the Corporate Sphere","year":2017,"lang":"en","type":"article","venue":"Asiascape Digital Asia","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University","funders":"","keywords":"Realm; Order (exchange); Politics; Architecture; Digital economy; Economic system; Telecommunications; Business; Computer science; Economics; Political science; World Wide Web; Law; Geography","authors":[{"name":"Dal Yong Jin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03075932536003801,"gpt":0.2320101731614022,"spread":0.2012508478013642,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0003047228,0.0001722552,0.0003860861,0.00006337158,0.0001929937,0.001698649,0.0009196109,0.0000794286,0.00005048588],"category_scores_gemma":[0.000188962,0.0001033323,0.0004992093,0.0004131765,0.0003460433,0.004627836,0.0003346151,0.0001164314,0.00002080243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001422068,"about_ca_system_score_gemma":0.00002452198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002592583,"about_ca_topic_score_gemma":0.0004988707,"domain_scores_codex":[0.9988736,0.000001363313,0.0004507695,0.0002023867,0.0002015039,0.0002703682],"domain_scores_gemma":[0.9984973,0.00006749022,0.0006461325,0.0006938556,0.00008258138,0.00001262545],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000255224,0.0007229198,0.4183921,0.000279647,0.001534875,0.00002275436,0.001073784,0.0009397386,0.0000672949,0.510133,0.01079031,0.05578845],"study_design_scores_gemma":[0.001754211,0.00005352542,0.7513558,0.0001847055,0.001343377,0.000006427305,0.01324962,0.05344417,0.00007924448,0.1674865,0.01021257,0.0008298301],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.879339,0.00001722313,0.000008195108,0.0003582035,0.0001792558,0.0001500029,0.00002962459,0.00001108829,0.1199074],"genre_scores_gemma":[0.9994146,0.000003274549,0.00001301913,0.0002064599,0.0002068773,0.000006413937,0.00004440029,0.00001538565,0.00008955273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3426465,"threshold_uncertainty_score":0.9993377,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2765721077","doi":"10.1163/22142312-12340077","title":"A Genesis of the Platform Concept: i-mode and Platform Theory in Japan","year":2017,"lang":"en","type":"article","venue":"Asiascape Digital Asia","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":16,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Android (operating system); The Internet; Internet of Things; Mode (computer interface); Sociology; Computer science; World Wide Web; Human–computer interaction","authors":[{"name":"Marc Steinberg","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0150115542922435,"gpt":0.2106159610329175,"spread":0.195604406740674,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0001477591,0.0001985722,0.0002697265,0.00009339109,0.0002241548,0.001786085,0.0005851816,0.00008219948,0.00003261564],"category_scores_gemma":[0.0001485853,0.0001426753,0.0001172056,0.00008212336,0.0002547892,0.01016149,0.0005397516,0.0001021088,0.00006433115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002103564,"about_ca_system_score_gemma":0.00002029338,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002584811,"about_ca_topic_score_gemma":0.0002561294,"domain_scores_codex":[0.9989955,3.793419e-7,0.0003309793,0.0002430976,0.0001343261,0.00029573],"domain_scores_gemma":[0.9990381,0.00003775493,0.0003614672,0.0005082273,0.0000355727,0.00001887595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001206838,0.0001313687,0.201425,0.000105416,0.00006605583,0.000006393449,0.0004211365,0.00002956735,0.00005607972,0.5372458,0.0005666058,0.259826],"study_design_scores_gemma":[0.001497274,0.00002736788,0.7524436,0.0001471334,0.00003807011,0.00001448587,0.006470118,0.001438368,0.0002348079,0.2309409,0.00618894,0.0005590186],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7657856,0.00003534756,0.000003723442,0.00008878105,0.0001502846,0.0001635001,0.00001476065,0.00001987416,0.2337381],"genre_scores_gemma":[0.9991774,0.000004388112,0.000008912717,0.0001892179,0.0001542917,0.000008002294,0.00001865589,0.00002497847,0.0004141305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5510186,"threshold_uncertainty_score":0.9992502,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2268797788","doi":"10.1163/22142312-12340048","title":"The Gamification of Mobile Communication among Young Smartphone Users in Seoul","year":2016,"lang":"en","type":"article","venue":"Asiascape Digital Asia","topic":"Digital Games and Media","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Simon Fraser University; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Casual; Agency (philosophy); Everyday life; Mobile media; Psychology; Space (punctuation); Internet privacy; Mobile device; Multimedia; Sociology; Advertising; Computer science; Business; Political science; World Wide Web","authors":[{"name":"Kyong Yoon","is_ca":true},{"name":"Dal Yong Jin","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.00883824842175431,"gpt":0.2529913406361733,"spread":0.244153092214419,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004448698,0.00008235831,0.0001172571,0.00004816101,0.00009197779,0.0001572241,0.0004103914,0.00006467798,0.00001755747],"category_scores_gemma":[0.000465265,0.00005218498,0.00006565133,0.000295869,0.0005862837,0.0008847535,0.00005774241,0.00005727272,0.00005233537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008823645,"about_ca_system_score_gemma":0.0000911698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002044471,"about_ca_topic_score_gemma":0.00262775,"domain_scores_codex":[0.9989616,0.00006865836,0.0002809044,0.0001434659,0.0002976172,0.0002477036],"domain_scores_gemma":[0.9989874,0.0003326031,0.0001499737,0.0003507592,0.00008425049,0.00009498243],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002434952,0.0001145315,0.1204552,0.000005128913,0.00001518892,0.00000129265,0.01101818,0.000001801241,0.000192957,0.02149842,0.001074947,0.845598],"study_design_scores_gemma":[0.0006859964,0.00008466907,0.440621,0.000150845,0.000009875553,0.000001732544,0.03947479,0.00001153345,0.000627321,0.004450912,0.5136076,0.0002736967],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6452139,0.0001964582,0.00001833498,0.0007440576,0.000103832,0.0002582957,0.00001180451,0.00003448564,0.3534189],"genre_scores_gemma":[0.9864776,0.0003936049,0.00001636946,0.00001119877,0.00002872536,0.00005705638,0.0000121771,0.000009927917,0.0129934],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8453243,"threshold_uncertainty_score":0.2160187,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W2597170312","doi":"10.1163/22142312-12340066","title":"Under the Dome","year":2017,"lang":"en","type":"article","venue":"Asiascape Digital Asia","topic":"China's Socioeconomic Reforms and Governance","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Concordia University","funders":"","keywords":"Realism; Censorship; Dome (geology); Production (economics); Relation (database); China; Process (computing); Social production; Sociology; State (computer science); Political science; Aesthetics; Computer science; Visual arts; Law; Art; Social science; Geology; Economics","authors":[{"name":"Weixian Pan","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01702856509126367,"gpt":0.2957795506897039,"spread":0.2787509855984402,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0002222467,0.00009390313,0.0001116859,0.000008506734,0.00171912,0.001420965,0.0008112976,0.00006386574,0.0001340877],"category_scores_gemma":[0.0001258458,0.00005973487,0.0001207414,0.00002641243,0.0005462881,0.001214901,0.0001169499,0.000111127,0.0006381628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009239747,"about_ca_system_score_gemma":0.0001021438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001184676,"about_ca_topic_score_gemma":0.001193722,"domain_scores_codex":[0.999193,0.00001325067,0.0001248805,0.0001736115,0.0002090648,0.0002862688],"domain_scores_gemma":[0.99917,0.00005284291,0.0001723759,0.000494327,0.00002735704,0.00008309902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001297588,0.00006325549,0.02390388,0.00000387717,0.00006078546,0.000009349474,0.01002138,0.000003906958,0.000007437845,0.8193751,0.01757358,0.1289645],"study_design_scores_gemma":[0.0002214929,0.00001499012,0.3023246,0.000008957371,0.000005595289,0.00000260889,0.007089305,0.000005876848,0.00001433308,0.06818651,0.6219567,0.0001690143],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4016056,0.00005762314,0.00001350379,0.01207612,0.0003202719,0.00009602716,0.00001091983,0.00003007461,0.5857899],"genre_scores_gemma":[0.9743612,0.00005136072,0.000007919104,0.0002380149,0.000411012,0.000007458043,0.000002227817,0.000009837349,0.02491099],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7511886,"threshold_uncertainty_score":0.9996157,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}