{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":12,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":12,"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":"7c792a4544bf","filters":{"venue":"Journal of Quantitative Description Digital Media"}},"results":[{"id":"W3161533314","doi":"10.51685/jqd.2021.006","title":"Cracking Open the News Feed","year":2021,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":44,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"York University; Craig Newmark Philanthropies; John S. and James L. Knight Foundation; Princeton University; Bill and Melinda Gates Foundation; Charles Koch Foundation; National Science Foundation","keywords":"Misinformation; Credibility; Context (archaeology); Social media; Internet privacy; Gatekeeping; Politics; News media; Advertising; Fake news; Political science; World Wide Web; Computer science; History; Business","authors":[{"name":"Kevin Aslett","is_ca":false},{"name":"Joshua A. Tucker","is_ca":false},{"name":"Richard Bonneau","is_ca":false},{"name":"Jonathan Nagler","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.167880812488358,"gpt":0.3910713547513945,"spread":0.2231905422630365,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002601011,0.0004887739,0.0005331587,0.006555499,0.001279576,0.004294002,0.0004823959,0.001143413,0.004883417],"category_scores_gemma":[0.03148874,0.0003303769,0.000295488,0.005033133,0.0008649342,0.006067265,0.002323125,0.001151939,0.003145897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000648368,"about_ca_system_score_gemma":0.0004084512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003685217,"about_ca_topic_score_gemma":0.005235503,"domain_scores_codex":[0.9963741,0.0009779221,0.0002721853,0.000491533,0.00157673,0.000307408],"domain_scores_gemma":[0.9618989,0.01894851,0.009854753,0.003756521,0.004629572,0.0009117654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007834097,0.0002636244,0.744339,0.001126646,0.0003300887,0.00126657,0.01431883,0.001168401,0.005094549,0.008343199,0.03306606,0.1898996],"study_design_scores_gemma":[0.00002746346,0.0002444698,0.7630305,0.0006891824,0.0002531109,0.002126349,0.01636994,0.01493266,0.008560511,0.007792431,0.1858431,0.0001302017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9397383,0.002049955,0.006560631,0.001776333,0.0002789751,0.0001293981,0.01016176,0.0005060781,0.03879855],"genre_scores_gemma":[0.9747487,0.0008366917,0.004344835,0.0004090276,0.0003856827,0.00008753152,0.00987115,0.0002010057,0.009115354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006555499,"threshold_uncertainty_score":0.01633662,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4366279913","doi":"10.51685/jqd.2023.007","title":"What Makes News Sharable on Social Media?","year":2023,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":24,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Regina","funders":"Social Sciences and Humanities Research Council of Canada; John Templeton Foundation","keywords":"Headline; Misinformation; Social media; Psychology; Social psychology; Advertising; Internet privacy; Computer science; World Wide Web; Business; Computer security","authors":[{"name":"Xi Chen","is_ca":true},{"name":"Gordon Pennycook","is_ca":true},{"name":"D.A.J. Rand","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.2280477107340919,"gpt":0.3866242482804378,"spread":0.1585765375463459,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003435581,0.00030471,0.0002837703,0.002264122,0.001429113,0.005936545,0.0006161236,0.001124373,0.00326002],"category_scores_gemma":[0.02981051,0.0003022487,0.0002657768,0.00166133,0.003029063,0.009703581,0.001826252,0.0008525163,0.0006297535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001122653,"about_ca_system_score_gemma":0.0008865467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001986814,"about_ca_topic_score_gemma":0.00251507,"domain_scores_codex":[0.9969698,0.001096377,0.0001570739,0.0003121944,0.001129789,0.0003348284],"domain_scores_gemma":[0.9791687,0.00873235,0.006250873,0.002043481,0.002112274,0.001692282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005235096,0.0004791257,0.457255,0.001257331,0.0004948371,0.001766697,0.0985753,0.001173315,0.009920045,0.06134562,0.01514345,0.3520658],"study_design_scores_gemma":[0.00006224598,0.0005215354,0.6403524,0.001219597,0.0003754818,0.001877592,0.1493052,0.004597851,0.006296501,0.08428461,0.1109426,0.0001645024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9076407,0.001601239,0.002437943,0.01349792,0.0002847118,0.00005610887,0.0003145509,0.0001008791,0.07406592],"genre_scores_gemma":[0.9969968,0.000524,0.0006535138,0.0003667322,0.0001770853,0.00001159949,0.00009350074,0.00002647579,0.001150403],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005936545,"threshold_uncertainty_score":0.01816928,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3160431485","doi":"10.51685/jqd.2021.012","title":"Kingdom of Trolls? Influence Operations in the Saudi Twittersphere","year":2021,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Social Media and Politics","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Craig Newmark Philanthropies; John S. and James L. Knight Foundation; Bill and Melinda Gates Foundation; William and Flora Hewlett Foundation; York University; Intel Corporation; Rita Allen Foundation; Faculty of Arts and Sciences; National Science Foundation","keywords":"Disinformation; Benchmarking; Public engagement; Politics; Political science; State (computer science); Social media; Internet privacy; Media studies; Business; Computer science; Sociology; Public relations; Law; Marketing","authors":[{"name":"Christopher Barrie","is_ca":false},{"name":"Alexandra Siegel","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09926851289344583,"gpt":0.3667617932663499,"spread":0.267493280372904,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007426306,0.0001304752,0.000127252,0.0007832966,0.002257511,0.002572207,0.000206429,0.0003942573,0.004532307],"category_scores_gemma":[0.003140797,0.0001013417,0.0000897281,0.001030851,0.001175557,0.001907874,0.001371012,0.0004430562,0.0006162846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001708644,"about_ca_system_score_gemma":0.0008168342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.036625,"about_ca_topic_score_gemma":0.05925969,"domain_scores_codex":[0.9995149,0.0001884435,0.00002095319,0.00004677819,0.0001106106,0.0001182781],"domain_scores_gemma":[0.9974322,0.001007148,0.0007280855,0.00009789965,0.0003586576,0.0003760734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004277236,0.0001204708,0.5702615,0.0002349677,0.00006693373,0.001644996,0.3353386,0.0002695583,0.002450981,0.01382744,0.0120311,0.06332571],"study_design_scores_gemma":[0.00001327527,0.0000779466,0.4268969,0.0001421196,0.00002791203,0.0003341094,0.4959051,0.001355999,0.001161898,0.001390236,0.07265689,0.00003761445],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9878396,0.0002288013,0.000150034,0.001112886,0.00002036845,0.000009342918,0.000138785,0.000007548396,0.01049251],"genre_scores_gemma":[0.9983342,0.0001223985,0.00004117837,0.0001037368,0.00001116897,0.000003112871,0.00004426136,0.000004358194,0.001335523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.036625,"threshold_uncertainty_score":0.07282364,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4307700164","doi":"10.51685/jqd.2022.024","title":"Who Shares Conspiracy Theories and Other Misinformation about Covid-19 Online: Survey Evidence from Five Countries","year":2022,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"McMaster University; Simon Fraser University","funders":"","keywords":"Misinformation; Distrust; Social media; Context (archaeology); Pandemic; Government (linguistics); Political science; Public relations; Coronavirus disease 2019 (COVID-19); Psychology; Internet privacy; Social psychology; Advertising; Business; Medicine; Geography; Law","authors":[{"name":"Mark Pickup","is_ca":true},{"name":"Dominik Stecuła","is_ca":false},{"name":"Clifton van der Linden","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1844248360973617,"gpt":0.4015685791108382,"spread":0.2171437430134764,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004318373,0.000382328,0.0005469905,0.002388538,0.001361548,0.001974678,0.0008290234,0.0008624291,0.002869373],"category_scores_gemma":[0.01770221,0.0006340106,0.0009776708,0.003952592,0.001202005,0.002503589,0.002572609,0.001433683,0.0007773397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001078436,"about_ca_system_score_gemma":0.001393429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08846971,"about_ca_topic_score_gemma":0.09832808,"domain_scores_codex":[0.9961426,0.001789849,0.0006093574,0.0004544733,0.0005090207,0.0004947219],"domain_scores_gemma":[0.9736337,0.00642041,0.01146345,0.001533884,0.004897549,0.002050928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004319799,0.00005161604,0.9902596,0.000177959,0.0001171735,0.0000470268,0.004506892,0.00003032924,0.00002638264,0.00008830585,0.001174321,0.003477175],"study_design_scores_gemma":[0.000009040282,0.00005607752,0.9804515,0.0004002863,0.0001004297,0.0001299503,0.01652116,0.0001376577,0.00006235528,0.00004088236,0.002070507,0.00002005808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911576,0.0015637,0.0001722793,0.000462409,0.00002730952,0.00006939166,0.003314255,0.000004197163,0.003228783],"genre_scores_gemma":[0.9947652,0.001970242,0.000201813,0.0004503983,0.00001735209,0.00009406119,0.002071562,0.000008063173,0.0004213155],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08846971,"threshold_uncertainty_score":0.1759095,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4390661940","doi":"10.51685/jqd.2024.003","title":"Proud Boys on Telegram","year":2024,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Hate Speech and Cyberbullying Detection","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Moonshot Research and Development Program; George Washington University; John S. and James L. Knight Foundation","keywords":"Misinformation; Social media; Opposition (politics); Social connectedness; Media studies; Exploratory analysis; Feminism; Political science; Sociology; Criminology; Law; Psychology; Social psychology; Computer science","authors":[{"name":"Wei Zhong","is_ca":false},{"name":"Catie Snow Bailard","is_ca":false},{"name":"David Broniatowski","is_ca":false},{"name":"Rebekah Tromble","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04361547790318788,"gpt":0.2802967062682623,"spread":0.2366812283650744,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006056149,0.0002853438,0.0002754056,0.002709743,0.001110229,0.001815662,0.0004492302,0.000478612,0.008746183],"category_scores_gemma":[0.004347675,0.0001783218,0.000185192,0.003165123,0.0006176467,0.001751268,0.001915524,0.0007395698,0.001902863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005848316,"about_ca_system_score_gemma":0.0003987987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006593893,"about_ca_topic_score_gemma":0.01181614,"domain_scores_codex":[0.9988688,0.0002769007,0.00006156992,0.0001770455,0.0003578218,0.000257875],"domain_scores_gemma":[0.9939392,0.001916204,0.002106311,0.0004550443,0.0008231035,0.000760086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003170227,0.0001397571,0.8964818,0.000274698,0.00004866701,0.000624861,0.03450261,0.0002695771,0.001627379,0.003435227,0.01898496,0.04329341],"study_design_scores_gemma":[0.000008178999,0.00007471823,0.9302917,0.00008307044,0.00001693035,0.0003599067,0.03414442,0.0005102779,0.0005909264,0.0003184804,0.03357741,0.00002392568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9796786,0.000125377,0.0003498337,0.0002666437,0.00002939184,0.00005693297,0.00820369,0.00003430138,0.01125511],"genre_scores_gemma":[0.9857013,0.0002297012,0.0007463367,0.0001205281,0.00006790757,0.0001993586,0.006569255,0.00003416037,0.006331345],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008746183,"threshold_uncertainty_score":0.02925885,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4406404116","doi":"10.51685/jqd.2025.003","title":"Best practices for source-based research on misinformation and news trustworthiness using NewsGuard","year":2025,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Misinformation and Its Impacts","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"HORIZON EUROPE Framework Programme; Vienna Science and Technology Fund; Austrian Science Fund; European Commission","keywords":"Misinformation; Trustworthiness; Computer science; Fake news; Data science; Internet privacy; Information retrieval; Psychology; Computer security","authors":[{"name":"Jula Lühring","is_ca":false},{"name":"H. Metzler","is_ca":false},{"name":"Ruggero Marino Lazzaroni","is_ca":false},{"name":"Apeksha Shetty","is_ca":false},{"name":"Jana Lasser","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.5540875360101551,"gpt":0.5239619128778262,"spread":0.03012562313232892,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3068067,0.002544708,0.003560979,0.06216418,0.005977485,0.02749729,0.006618503,0.004645967,0.02076607],"category_scores_gemma":[0.6746722,0.003538525,0.005043389,0.05833017,0.01086425,0.02803929,0.01570031,0.007683935,0.01365661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007337139,"about_ca_system_score_gemma":0.01941257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01013268,"about_ca_topic_score_gemma":0.01131844,"domain_scores_codex":[0.6029174,0.2643489,0.0559471,0.01805671,0.05613082,0.002599116],"domain_scores_gemma":[0.1611169,0.455768,0.06532027,0.2000355,0.112821,0.004938348],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009043752,0.0005629595,0.05192923,0.02078712,0.002245533,0.0006912426,0.07913784,0.003058231,0.003084431,0.1712537,0.08156847,0.5847769],"study_design_scores_gemma":[0.0004011517,0.0004082122,0.04731124,0.04539714,0.001372001,0.0008396404,0.03125795,0.005383953,0.007809732,0.1862516,0.6728039,0.0007634806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03666905,0.01801216,0.6883991,0.0277182,0.002553044,0.01820967,0.03099911,0.00914194,0.1682977],"genre_scores_gemma":[0.1480547,0.01122183,0.7815418,0.003083613,0.0007493764,0.02554446,0.0177243,0.003405578,0.008674298],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6931933,"threshold_uncertainty_score":0.8548307,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4206443697","doi":"10.51685/jqd.2022.001","title":"The Social, Civic, and Political Uses of Instagram in Four Countries","year":2022,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Social Media and Politics","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true},"ca_institutions":"MacEwan University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Politics; Panel survey; Social media; Political science; Civic engagement; Population; Public relations; Sociology; Socioeconomics; Law","authors":[{"name":"Shelley Boulianne","is_ca":true},{"name":"Christian Pieter Hoffmann","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09425675208123004,"gpt":0.3648563949134386,"spread":0.2705996428322086,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007357208,0.0001462767,0.0001682159,0.001942229,0.0008941559,0.001353325,0.0002472305,0.0002603135,0.002213052],"category_scores_gemma":[0.002795076,0.0001338083,0.0001690348,0.003013643,0.0006914058,0.0009970207,0.001251302,0.0003261291,0.0002969044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009773737,"about_ca_system_score_gemma":0.0004304884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05809863,"about_ca_topic_score_gemma":0.08646057,"domain_scores_codex":[0.999339,0.0002997915,0.00004773609,0.0000716998,0.00009951599,0.0001422074],"domain_scores_gemma":[0.9964644,0.001344501,0.001176854,0.0001721833,0.0004674286,0.0003746902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000688884,0.00004930994,0.9720977,0.00006621281,0.00003573978,0.0001179119,0.01118311,0.0001420097,0.0002137392,0.0006919916,0.002161578,0.01317197],"study_design_scores_gemma":[0.000004848118,0.00003430883,0.9708908,0.00003634363,0.00001490159,0.00008166803,0.02325545,0.0001807625,0.0001811634,0.00007508487,0.005228599,0.00001597802],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963998,0.00007753236,0.00006314895,0.00006474693,0.000001840655,0.00001063306,0.001001063,0.000004339329,0.002376894],"genre_scores_gemma":[0.9977557,0.0001626622,0.0001892088,0.00004296084,0.000003535222,0.00003413463,0.001043087,0.000003739091,0.0007649817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05809863,"threshold_uncertainty_score":0.1155209,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4407137358","doi":"10.51685/jqd.2025.004","title":"Is there anything Left?: A Global Analysis on Changes in Engagement with Political Content on Twitter in the Musk Era","year":2025,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Social Media and Politics","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"Bundesministerium für Bildung und Forschung; Alexander von Humboldt-Stiftung","keywords":"Politics; Content (measure theory); Content analysis; Political science; Psychology; Media studies; Sociology; Social science; Mathematics; Law","authors":[{"name":"Brahmani Nutakki","is_ca":false},{"name":"Rosa M. Navarrete","is_ca":false},{"name":"Giuseppe Carteny","is_ca":false},{"name":"Ingmar Weber","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1633696686129365,"gpt":0.388656216384998,"spread":0.2252865477720615,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009359426,0.000254736,0.0002972627,0.002351681,0.0005870862,0.001585495,0.0002130949,0.0004046313,0.001593361],"category_scores_gemma":[0.002715401,0.0001439753,0.0003080181,0.00425265,0.000839598,0.002305439,0.001789761,0.0004999494,0.0005365096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005481165,"about_ca_system_score_gemma":0.0002781349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006642189,"about_ca_topic_score_gemma":0.01218646,"domain_scores_codex":[0.9994035,0.000213068,0.00004018814,0.0001202665,0.00008146287,0.0001415632],"domain_scores_gemma":[0.9971839,0.0009107389,0.0009476764,0.0002126824,0.0004841859,0.0002608713],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003282824,0.00005284726,0.9033712,0.0003912925,0.0001158908,0.0006631993,0.04321501,0.0003913313,0.002798578,0.002182905,0.00600278,0.04048674],"study_design_scores_gemma":[0.000003223602,0.00004444409,0.9507504,0.00006726325,0.0000254329,0.0001507386,0.03583328,0.0005010142,0.0003918583,0.0002172071,0.01199241,0.0000228562],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991293,0.0003011243,0.0002418723,0.0004174016,0.00002040004,0.000020353,0.002827012,0.00001553791,0.004863248],"genre_scores_gemma":[0.9960774,0.0002841047,0.0002963291,0.0001402309,0.0000304592,0.00003154366,0.002254153,0.00002737951,0.0008584237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006642189,"threshold_uncertainty_score":0.01320708,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4399122045","doi":"10.51685/jqd.2024.icwsm.2","title":"Digital town square? Nextdoor's offline contexts and online discourse","year":2024,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Social Media and Politics","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Charles Koch Foundation; Craig Newmark Philanthropies; York University; John S. and James L. Knight Foundation","keywords":"Online and offline; Square (algebra); Sociology; Media studies; Linguistics; Computer science; Mathematics; Philosophy","authors":[{"name":"Megan A. Brown","is_ca":false},{"name":"Zeve Sanderson","is_ca":false},{"name":"Sarah Graham","is_ca":false},{"name":"Minjoo Kim","is_ca":false},{"name":"Joshua A. Tucker","is_ca":false},{"name":"Solomon Messing","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0732347020306814,"gpt":0.3793848206847762,"spread":0.3061501186540949,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001151051,0.0001611264,0.0001833299,0.001372794,0.003542012,0.007203402,0.0004855972,0.0006373634,0.0111363],"category_scores_gemma":[0.004429143,0.0001637452,0.000169487,0.002023794,0.003626829,0.009054494,0.004528389,0.0007895698,0.0009026487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001515509,"about_ca_system_score_gemma":0.0008907524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007058236,"about_ca_topic_score_gemma":0.01818555,"domain_scores_codex":[0.9992238,0.000361091,0.00002899544,0.0001413001,0.0001048718,0.000140022],"domain_scores_gemma":[0.9976782,0.001151388,0.0003880767,0.0002280052,0.0001369127,0.0004174432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0003491746,0.0001011084,0.1225988,0.0005857244,0.0000524653,0.002568468,0.614602,0.0003526524,0.002734083,0.1157293,0.03299218,0.107334],"study_design_scores_gemma":[0.000009439525,0.00005283147,0.04421888,0.0003819209,0.000022979,0.0005623444,0.6451183,0.0006157378,0.0007102691,0.007667535,0.3005919,0.00004782019],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9263681,0.0009900765,0.001807449,0.005168149,0.0001262448,0.0000259849,0.0009070553,0.00009115485,0.06451573],"genre_scores_gemma":[0.993013,0.0004109863,0.0005287552,0.0002812746,0.00003420612,0.00001562567,0.000223077,0.0000529537,0.005440182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0111363,"threshold_uncertainty_score":0.03725463,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3163617982","doi":"10.51685/jqd.2021.017","title":"The Times They Are Rarely A-Changin'","year":2021,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Complex Network Analysis Techniques","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"York University; National Science Foundation; Charles Koch Foundation; Craig Newmark Philanthropies; John S. and James L. Knight Foundation; William and Flora Hewlett Foundation","keywords":"Circadian rhythm; Ideology; Baseline (sea); Period (music); Rhythm; Construct (python library); Social media; Presidential system; Doubling time; History; Demography; Psychology; Computer science; Biology; Sociology; Political science; Neuroscience; Medicine; Politics; Art; Aesthetics; Internal medicine","authors":[{"name":"S.G. Kates","is_ca":false},{"name":"Joshua A. Tucker","is_ca":false},{"name":"Jonathan Nagler","is_ca":false},{"name":"Richard Bonneau","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03822457438936527,"gpt":0.2822115419600623,"spread":0.243986967570697,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002605168,0.0001078156,0.0001650684,0.0006902217,0.001241899,0.001508188,0.0002342555,0.0004196227,0.006316384],"category_scores_gemma":[0.001869861,0.0001080562,0.00009766808,0.0014485,0.0004443725,0.0009957317,0.0006791231,0.0004244059,0.001553423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004502789,"about_ca_system_score_gemma":0.0003075243,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00852951,"about_ca_topic_score_gemma":0.02557687,"domain_scores_codex":[0.9997728,0.00003808261,0.00001282348,0.00006701346,0.00004987837,0.00005921514],"domain_scores_gemma":[0.9993821,0.0001199201,0.0001925518,0.00008238649,0.0001205485,0.0001024342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008167881,0.0001118673,0.5838525,0.0004772375,0.0002081525,0.001235388,0.02703686,0.001281866,0.01217037,0.03735771,0.06367318,0.2717781],"study_design_scores_gemma":[0.00001360711,0.0001165493,0.6430932,0.0001379711,0.0000472588,0.0006368808,0.01918592,0.001093186,0.002875756,0.003709979,0.3290348,0.00005483602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9130369,0.001541387,0.005354368,0.001840734,0.0005177181,0.00004990424,0.004263933,0.0002177471,0.07317721],"genre_scores_gemma":[0.9880509,0.0003375743,0.0006831937,0.0002777711,0.00005701594,0.00002501249,0.001137391,0.00003303829,0.009398045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00852951,"threshold_uncertainty_score":0.02113044,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4225277578","doi":"10.51685/jqd.2022.011","title":"If a Tree Falls in the Forest: Presidential Press Conferences and Early Media Narratives about the COVID-19 Crisis","year":2022,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Media Studies and Communication","field":"Social Sciences","cited_by":1,"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":"Blame; Narrative; Population; Leverage (statistics); Political science; Politics; Public relations; Presidential system; News media; Media bias; Media studies; Public administration; Sociology; Social psychology; Law; Psychology","authors":[{"name":"Masha Krupenkin","is_ca":false},{"name":"Kai Zhu","is_ca":true},{"name":"D. Walker","is_ca":false},{"name":"David Rothschild","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1418931678848852,"gpt":0.3624626813343276,"spread":0.2205695134494425,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004161072,0.0003639454,0.0002434765,0.003299478,0.006601319,0.008418588,0.0004717071,0.001817794,0.004187993],"category_scores_gemma":[0.01902776,0.0003595432,0.0001586731,0.003174553,0.006981496,0.008293876,0.003462479,0.003332505,0.0006095951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002257157,"about_ca_system_score_gemma":0.001086466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006197385,"about_ca_topic_score_gemma":0.01340913,"domain_scores_codex":[0.9973386,0.00175862,0.000101751,0.0001621549,0.0003142558,0.0003245958],"domain_scores_gemma":[0.97531,0.02010532,0.002374614,0.0004291676,0.0009106692,0.0008702206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001107357,0.00002961546,0.01056314,0.0001469572,0.00001074896,0.0007468086,0.9698387,0.00002740375,0.0006387384,0.006091135,0.004067746,0.007728151],"study_design_scores_gemma":[0.000005392589,0.00002699449,0.01611267,0.0003078145,0.00001137498,0.0002409481,0.9493603,0.00009069368,0.0004382326,0.0009717484,0.03240913,0.00002476067],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9531187,0.001658078,0.0006079362,0.01242069,0.0002758784,0.00003233734,0.000523124,0.00002337335,0.03133984],"genre_scores_gemma":[0.993903,0.001096934,0.0002571002,0.001188843,0.0002676376,0.00003578845,0.0002777381,0.00005379763,0.002919114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008418588,"threshold_uncertainty_score":0.02200615,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4403879549","doi":"10.51685/jqd.2024.018","title":"The platformisation of party politics?","year":2024,"lang":"en","type":"article","venue":"Journal of Quantitative Description Digital Media","topic":"Social Media and Politics","field":"Social Sciences","cited_by":1,"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":"Politics; Scholarship; Context (archaeology); Political science; Public relations; Dependency (UML); Political economy; Sociology; Law; Computer science","authors":[{"name":"Fenwick McKelvey","is_ca":true},{"name":"Glenn Kefford","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1005561161405401,"gpt":0.3676699922417266,"spread":0.2671138761011865,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002421648,0.0001355588,0.0002634497,0.001646099,0.002735537,0.007301001,0.0004714924,0.00119889,0.0180396],"category_scores_gemma":[0.01318539,0.0002435213,0.0002853095,0.002109042,0.005446572,0.007688085,0.004652839,0.001722006,0.001248642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001342394,"about_ca_system_score_gemma":0.001333429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002727103,"about_ca_topic_score_gemma":0.002022443,"domain_scores_codex":[0.9965374,0.001695466,0.000103985,0.0004796548,0.0003959182,0.0007875189],"domain_scores_gemma":[0.9935382,0.003201388,0.001378539,0.0009315938,0.0003667925,0.0005835149],"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":[0.0002641725,0.0001555594,0.1615658,0.0002354087,0.00007141576,0.0007160755,0.07863276,0.0008377417,0.002012237,0.6694933,0.004266528,0.08174897],"study_design_scores_gemma":[0.0000666125,0.0002027865,0.4579124,0.0006481602,0.00007498536,0.0009402061,0.1352678,0.002680216,0.002621374,0.2128405,0.1866516,0.00009326776],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7641815,0.000776919,0.004441302,0.005458409,0.0001214178,0.00004975321,0.0002202607,0.0000347701,0.2247156],"genre_scores_gemma":[0.9978817,0.0001291308,0.0001842776,0.0001285844,0.00002377477,0.00001379902,0.00003299654,0.00001078402,0.001594971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0180396,"threshold_uncertainty_score":0.06034851,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}