{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"b2014d05c856","filters":{"venue":"Digital Culture & Society"}},"results":[{"id":"W2563636641","doi":"10.14361/dcs-2016-0208","title":"Visual Social Media and Big Data. Interpreting Instagram Images Posted on Twitter","year":2016,"lang":"en","type":"article","venue":"Digital Culture & Society","topic":"Public Relations and Crisis Communication","field":"Social Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"University of Toronto","keywords":"Social media; Timeline; Politics; Internet privacy; Political science; Media studies; Sociology; Computer science; Geography; World Wide Web","authors":[{"name":"Dhiraj Murthy","is_ca":false},{"name":"Alexander Gross","is_ca":false},{"name":"Marisa Mcgarry","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.05395468020027358,"gpt":0.3370116627655919,"spread":0.2830569825653183,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003390294,0.000353039,0.0001790092,0.004441258,0.001361473,0.006396507,0.0004254575,0.0006353481,0.006449273],"category_scores_gemma":[0.02647746,0.0003633927,0.0003038881,0.004816673,0.00235424,0.005839454,0.003543337,0.000840766,0.001054473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001424778,"about_ca_system_score_gemma":0.001207647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009849991,"about_ca_topic_score_gemma":0.02291244,"domain_scores_codex":[0.9972528,0.001572791,0.0001763933,0.0002920149,0.0005280363,0.0001779995],"domain_scores_gemma":[0.9740582,0.01860998,0.003167135,0.001396865,0.002100011,0.0006678514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004697107,0.0001429697,0.3713272,0.002365782,0.0001635372,0.003505731,0.2570533,0.002060923,0.006957874,0.04887564,0.05564084,0.2514364],"study_design_scores_gemma":[0.0000171119,0.00008505704,0.31441,0.001320309,0.00006879187,0.001190691,0.4840714,0.01284646,0.005043535,0.04228821,0.1384639,0.0001945968],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8058745,0.002779527,0.03877045,0.02336342,0.0006523789,0.0006655385,0.01938497,0.001204969,0.1073043],"genre_scores_gemma":[0.9759338,0.000557308,0.01732164,0.0005953484,0.0001839338,0.0002085179,0.00190906,0.0002611143,0.003029255],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009849991,"threshold_uncertainty_score":0.02157497,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4245885544","doi":"10.14361/dcs-2019-0104","title":"Accounting for Visual Bias in Tangible Data Design","year":2019,"lang":"en","type":"article","venue":"Digital Culture & Society","topic":"Data Visualization and Analytics","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Citizen journalism; Computer science; Citizenship; Citizen science; Civic engagement; Data science; Representation (politics); Literacy; Open data; Public relations; Sociology; World Wide Web; Political science","authors":[{"name":"Gabby Resch","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0900248887271399,"gpt":0.3417150396837826,"spread":0.2516901509566427,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1757481,0.00172879,0.00106852,0.003544883,0.002886829,0.0124697,0.004062676,0.002587626,0.01772433],"category_scores_gemma":[0.5418504,0.002059697,0.001856199,0.002490391,0.009891827,0.01298436,0.01091713,0.003146586,0.001719137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006775923,"about_ca_system_score_gemma":0.005624523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003115795,"about_ca_topic_score_gemma":0.003163113,"domain_scores_codex":[0.7660155,0.1906578,0.0105147,0.00895187,0.02129637,0.002563685],"domain_scores_gemma":[0.3260632,0.5692272,0.0231121,0.05671695,0.02322196,0.001658696],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002527452,0.000802525,0.0491025,0.005944348,0.0004770038,0.001016908,0.08661673,0.03275376,0.007799048,0.3370526,0.007000428,0.4689067],"study_design_scores_gemma":[0.001250853,0.002553252,0.01695825,0.007174348,0.0008274856,0.001184963,0.02823364,0.1727132,0.02571705,0.6349519,0.1079664,0.000468617],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1391519,0.001051118,0.8082664,0.005008453,0.0004991425,0.003769722,0.0005118778,0.001277263,0.04046407],"genre_scores_gemma":[0.6942596,0.0002349561,0.2980105,0.0006532269,0.00007931391,0.003407799,0.0001613103,0.0004680612,0.002725244],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8242519,"threshold_uncertainty_score":0.9294557,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7125383915","doi":"10.14361/dcs-2025-0112","title":"Re-Enacting 9th Century Baghdad","year":2025,"lang":"en","type":"article","venue":"Digital Culture & Society","topic":"Eurasian Exchange Networks","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Vision; Narrative; Creed; Industrial Revolution; Narrative history; Digital Revolution","authors":[{"name":"James Wilson","is_ca":false},{"name":"Eduardo Luersen","is_ca":false},{"name":"Raphaël Weyland","is_ca":false},{"name":"Sarah Beaulieu","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.01363180970776666,"gpt":0.3004132934655948,"spread":0.2867814837578281,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.004165042,0.0004479337,0.0003586942,0.0009968418,0.02212792,0.007098727,0.00102761,0.002356606,0.01818994],"category_scores_gemma":[0.002877122,0.0003551612,0.0001858247,0.0009231587,0.012495,0.00446147,0.004553472,0.003851543,0.002401965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01732085,"about_ca_system_score_gemma":0.005921462,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1233919,"about_ca_topic_score_gemma":0.3048111,"domain_scores_codex":[0.9979593,0.0009661649,0.00004179629,0.0002413453,0.0002746926,0.0005168027],"domain_scores_gemma":[0.9994691,0.00018141,0.00004622465,0.00005296469,0.0001337599,0.0001165667],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007800887,0.00005122747,0.001123248,0.00006696043,0.00000599577,0.0007199904,0.5295069,0.00006762852,0.0003951425,0.4055631,0.04004674,0.02237516],"study_design_scores_gemma":[0.000007199896,0.0000136724,0.0009619046,0.00008361999,0.000004157449,0.0002554955,0.0725876,0.00003626045,0.0002687948,0.0044584,0.9213108,0.0000120167],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2272252,0.00976645,0.003546743,0.03249428,0.003331867,0.0000636786,0.0003046187,0.00009708281,0.7231701],"genre_scores_gemma":[0.7985392,0.001873963,0.001447541,0.004685654,0.0001741671,0.00003327777,0.00009759396,0.0001292427,0.1930193],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9778721,"threshold_uncertainty_score":0.2453474,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}